{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring sea ice heights with ICESat-2 (ATL07)\n",
    "\n",
    "Information obtained primarily from the ATL07/10 Algorithm Theoretical Basis Document (ATBD, Kwok et al., 2019) and the NSIDC product description page: https://nsidc.org/data/atl07.   \n",
    "\n",
    "* Notebook author: Ellen Buckley, heavily based on 2019 Hackweek notebook by Alek Petty, and  relying extensively on above product manuals.    \n",
    "* Description: Notebook describing the ICESat-2 ATL07 product.   \n",
    "* Input requirements: Demo ATL07 data file   \n",
    "* Date: June 2020\n",
    "* More info: See the ATL07/ATL10 Algorithm Theoretical Basis Document (ATBD): https://icesat-2.gsfc.nasa.gov/sites/default/files/page_files/ICESat2_ATL07_ATL10_ATBD_r001.pdf    and the known issues document: https://nsidc.org/sites/nsidc.org/files/technical-references/ATL0710-KnownIssues.pdf\n",
    "\n",
    "\n",
    "## Notebook objectives\n",
    "* General understanding of the data included in a typical ATL07 file.\n",
    "* Reading in, plotting and basic analysis of ATL07 data.\n",
    "* How is ATL07 data used to generate ATL10 sea ice freeboards and what to look out for when using either product.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import datetime as dt\n",
    "import matplotlib.pyplot as plt\n",
    "import cartopy.crs as ccrs\n",
    "import h5py\n",
    "#import s3fs\n",
    "from astropy.time import Time\n",
    "#from icepyx import icesat2data as ipd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Select and Import Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Granule Selection\n",
    "\n",
    "So that we can compare the ATL07 data with the ATL03 data in this notebook, we will pull the same RGT for ATL07.\n",
    "\n",
    "Naming convention for ATL07 files: Instead of 14 regions, there are only 2: Northern Hemisphere (01), and Southern Hemisphere (02). For Northern Hemisphere products look for files that start with 'ATL07-01'\n",
    "\n",
    "In this example we will be using: 'ATL07-01_20190206121103_06120201_002_01.h5'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Import Data\n",
    "\n",
    "You can either grab this file from Amazon S3 (at the hackweek) or download from NSIDC if you are running this on your local machine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "fname='ATL07-01_20190206121103_06120201_002_01.h5'\n",
    "\n",
    "f = h5py.File(fname, 'r')\n",
    "#check to see if it is forward (1)  or backward (0) orientation to know which beam is strong/weak\n",
    "print(f['orbit_info/sc_orient'][0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We know we are in backward orientation because we are using same rgt from same day as  the ATL03 example but it just as easy to check. Here are the ATL07 parameters we are interested in using in this notebook:\n",
    "\n",
    "In Group: gtx/sea_ice_segments/\n",
    "* latitude\n",
    "* longitude\n",
    "* delta_time\n",
    "* seg_dist_x\n",
    "\n",
    "In Group: gtx/sea_ice_segments/heights/\n",
    "* height_segment_height\n",
    "* height_segment_confidence\n",
    "* height_segment_type\n",
    "* height_segment_ssh_flag\n",
    "* height_segment_w_gaussian\n",
    "\n",
    "In Group: gtx/sea_ice_segments/stats/\n",
    "* photon_rate\n",
    "* cloud_flag_asr\n",
    "\n",
    "In Group: gtx/sea_ice_segments/geophysical/\n",
    "* height_segment_mss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "beam='gt1l'\n",
    "lats = f[beam+'/sea_ice_segments/latitude'][:]\n",
    "lons = f[beam+'/sea_ice_segments/longitude'][:]\n",
    "dt = f[beam+'/sea_ice_segments/delta_time'][:]\n",
    "seg_x = f[beam+'/sea_ice_segments/seg_dist_x'][:]\n",
    "heights = f[beam+'/sea_ice_segments/heights/height_segment_height'][:]\n",
    "conf = f[beam+'/sea_ice_segments/heights/height_segment_confidence'][:]\n",
    "stype = f[beam+'/sea_ice_segments/heights/height_segment_type'][:]\n",
    "ssh_flag = f[beam+'/sea_ice_segments/heights/height_segment_ssh_flag'][:]\n",
    "gauss = f[beam+'/sea_ice_segments/heights/height_segment_w_gaussian'][:]\n",
    "photon_rate = f[beam+'/sea_ice_segments/stats/photon_rate'][:]\n",
    "cloud = f[beam+'/sea_ice_segments/stats/cloud_flag_asr'][:]\n",
    "mss= f[beam+'/sea_ice_segments/geophysical/height_segment_mss'][:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lats</th>\n",
       "      <th>lons</th>\n",
       "      <th>heights</th>\n",
       "      <th>dt</th>\n",
       "      <th>conf</th>\n",
       "      <th>stype</th>\n",
       "      <th>ssh_flag</th>\n",
       "      <th>gauss</th>\n",
       "      <th>photon_rate</th>\n",
       "      <th>cloud</th>\n",
       "      <th>mss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>64.281472</td>\n",
       "      <td>-39.976563</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.469127e+07</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>5</td>\n",
       "      <td>44.757393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>82.322344</td>\n",
       "      <td>-52.260822</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.469156e+07</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>18.460447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>82.322344</td>\n",
       "      <td>-52.260822</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.469156e+07</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>18.460447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>82.322344</td>\n",
       "      <td>-52.260822</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.469156e+07</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>18.460447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>82.322344</td>\n",
       "      <td>-52.260822</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.469156e+07</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>18.460447</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        lats       lons       heights            dt          conf  stype  \\\n",
       "0  64.281472 -39.976563  3.402823e+38  3.469127e+07  3.402823e+38      1   \n",
       "1  82.322344 -52.260822  3.402823e+38  3.469156e+07  3.402823e+38      1   \n",
       "2  82.322344 -52.260822  3.402823e+38  3.469156e+07  3.402823e+38      1   \n",
       "3  82.322344 -52.260822  3.402823e+38  3.469156e+07  3.402823e+38      1   \n",
       "4  82.322344 -52.260822  3.402823e+38  3.469156e+07  3.402823e+38      1   \n",
       "\n",
       "   ssh_flag         gauss   photon_rate  cloud        mss  \n",
       "0         0  3.402823e+38  3.402823e+38      5  44.757393  \n",
       "1         0  3.402823e+38  3.402823e+38      1  18.460447  \n",
       "2         0  3.402823e+38  3.402823e+38      1  18.460447  \n",
       "3         0  3.402823e+38  3.402823e+38      1  18.460447  \n",
       "4         0  3.402823e+38  3.402823e+38      1  18.460447  "
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df07=pd.DataFrame({'lats':lats,'lons':lons,'heights':heights,'dt':dt,'conf':conf,'stype':stype,'ssh_flag':ssh_flag,'gauss':gauss,'photon_rate':photon_rate,'cloud':cloud, 'mss':mss})\n",
    "df07.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Map data\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Cloud flag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x8191fa3c8>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var= 'cloud' #choose which variable we want to plot\n",
    "\n",
    "## we will want to set colorbar parameters based on the chosen variable\n",
    "vmin=0\n",
    "vmax=5\n",
    "ticks=np.arange(vmin,vmax,1)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(8,8), dpi= 90)\n",
    "ax = plt.axes(projection=ccrs.NorthPolarStereo(central_longitude=0)) # choose polar sterographic for projection\n",
    "ax.coastlines(resolution='50m', color='black', linewidth=1)\n",
    "ax.set_extent([-180, 180, 60, 90], ccrs.PlateCarree())\n",
    "plt.scatter(df07['lons'][::1000], df07['lats'][::1000],c=df07[var][::1000], cmap=plt.cm.get_cmap('RdYlGn').reversed(), vmin=vmin,vmax=vmax,transform=ccrs.PlateCarree())\n",
    "plt.colorbar(label=var, shrink=0.5, ticks=ticks,extend='both')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Impact of Clouds on Data\n",
    "\n",
    "Here we investigate a section of data that transitions from clear to cloudy and see how that impacts the parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### How do clouds affect parameters?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cut to region that has clear and cloudy data\n",
    "#region=(df07.lats>83.3)&(df07.lats<83.7)&(df07.lons<0)\n",
    "#df07_cut=df07[region]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cut to region that has clear and cloudy data\n",
    "region=(df07.lats>86)&(df07.lats<86.5)&(df07.lons<-50)\n",
    "df07_cut=df07[region]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0xb1f7f4048>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var= 'cloud' #choose which variable we want to plot\n",
    "\n",
    "## we will want to set colorbar parameters based on the chosen variable\n",
    "vmin=0\n",
    "vmax=5\n",
    "ticks=np.arange(vmin,vmax,1)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(8,8), dpi= 90)\n",
    "ax = plt.axes(projection=ccrs.NorthPolarStereo(central_longitude=-55)) # choose polar sterographic for projection\n",
    "ax.coastlines(resolution='50m', color='black', linewidth=1)\n",
    "ax.set_extent([-80, -30, 80, 87], ccrs.PlateCarree())\n",
    "plt.scatter(df07_cut['lons'][::100], df07_cut['lats'][::100],c=df07_cut[var][::100], cmap=plt.cm.get_cmap('RdYlGn').reversed(), vmin=vmin,vmax=vmax,transform=ccrs.PlateCarree())\n",
    "plt.colorbar(label=var, shrink=0.5, ticks=ticks,extend='both')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'photon rate')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(2,1,figsize=(15,7))\n",
    "ax[0].scatter(df07_cut.lats,df07_cut.cloud)\n",
    "ax[0].set_ylabel('cloudiness -->',fontsize=15)\n",
    "ax[1].scatter(df07_cut.lats,df07_cut.photon_rate)\n",
    "ax[1].set_ylim(0,20)\n",
    "ax[1].set_ylabel('photon rate',fontsize=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Lets look at how clouds affect the ATL03 data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lats</th>\n",
       "      <th>lons</th>\n",
       "      <th>heights</th>\n",
       "      <th>dt</th>\n",
       "      <th>conf</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>79.990105</td>\n",
       "      <td>-48.420387</td>\n",
       "      <td>1988.997803</td>\n",
       "      <td>3.469152e+07</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>79.990104</td>\n",
       "      <td>-48.420387</td>\n",
       "      <td>1989.362915</td>\n",
       "      <td>3.469152e+07</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>79.990104</td>\n",
       "      <td>-48.420387</td>\n",
       "      <td>1989.231079</td>\n",
       "      <td>3.469152e+07</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>79.990104</td>\n",
       "      <td>-48.420387</td>\n",
       "      <td>1989.333374</td>\n",
       "      <td>3.469152e+07</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>79.990105</td>\n",
       "      <td>-48.420389</td>\n",
       "      <td>1985.447388</td>\n",
       "      <td>3.469152e+07</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        lats       lons      heights            dt  conf\n",
       "0  79.990105 -48.420387  1988.997803  3.469152e+07    -1\n",
       "1  79.990104 -48.420387  1989.362915  3.469152e+07    -1\n",
       "2  79.990104 -48.420387  1989.231079  3.469152e+07    -1\n",
       "3  79.990104 -48.420387  1989.333374  3.469152e+07    -1\n",
       "4  79.990105 -48.420389  1985.447388  3.469152e+07    -1"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fname='ATL03_20190206123200_06120204_002_01.h5'\n",
    "f = h5py.File(fname, 'r')\n",
    "beam='gt1l'\n",
    "heights=f[beam+'/heights/h_ph'][:]\n",
    "lats=f[beam+'/heights/lat_ph'][:]\n",
    "lons=f[beam+'/heights/lon_ph'][:]\n",
    "dt=f[beam+'/heights/delta_time'][:]# time is in seconds \n",
    "epoch=f['/ancillary_data/atlas_sdp_gps_epoch'][0]\n",
    "conf=f[beam+'/heights/signal_conf_ph'][:,2] #choose column 2 for confidence of sea ice photons\n",
    "\n",
    "#import corrections to compare with ATL07\n",
    "geoid= f[beam+'/geophys_corr/geoid'][:]#geoid\n",
    "tide= f[beam+'/geophys_corr/tide_ocean'][:]#ocean tide\n",
    "dac= f[beam+'/geophys_corr/dac'][:]#dynamic atmosphere\n",
    "corr_dt=f[beam+'/geophys_corr/delta_time'][:]#dynamic atmosphere\n",
    "\n",
    "df03=pd.DataFrame({'lats':lats,'lons':lons,'heights':heights,'dt':dt,'conf':conf})\n",
    "corr=pd.DataFrame({'dt':corr_dt,'geoid':geoid,'dac':dac,'tide':tide})\n",
    "df03.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cut df03 to region of interest\n",
    "region=(df03.lats>86)&(df03.lats<86.5)&(df03.lons<-50)\n",
    "df03_cut=df03[region]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'latitude')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(3,1,figsize=(15,10))\n",
    "ax[0].scatter(df07_cut.lats,df07_cut.cloud)\n",
    "ax[0].set_ylabel('cloudiness -->',fontsize=15)\n",
    "ax[1].scatter(df07_cut.lats,df07_cut.photon_rate)\n",
    "ax[1].set_ylim(0,20)\n",
    "ax[1].set_ylabel('photon rate',fontsize=15)\n",
    "ax[2].scatter(df03_cut.lats[df03_cut.conf<3],df03_cut.heights[df03_cut.conf<3],c='r',s=.1,alpha=.5)\n",
    "ax[2].scatter(df03_cut.lats[df03_cut.conf>2],df03_cut.heights[df03_cut.conf>2],c='g',s=.1,alpha=.5)\n",
    "ax[2].set_ylim(10,30)\n",
    "ax[2].set_ylabel('ATL03 surface heights',fontsize=15)\n",
    "ax[2].set_xlabel('latitude')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# zoom in on transition\n",
    "# cut to region that has clear and cloudy data\n",
    "region=(df07.lats>86.1)&(df07.lats<86.2)&(df07.lons<-50)\n",
    "df07_cut=df07[region]\n",
    "# cut df03 to region of interest\n",
    "region=(df03.lats>86.1)&(df03.lats<86.2)&(df03.lons<-50)\n",
    "df03_cut=df03[region]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'latitude')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(3,1,figsize=(15,10))\n",
    "ax[0].scatter(df07_cut.lats,df07_cut.cloud)\n",
    "ax[0].set_ylabel('cloudiness -->',fontsize=15)\n",
    "ax[0].set_ylim(-1,7)\n",
    "ax[1].scatter(df07_cut.lats,df07_cut.photon_rate)\n",
    "ax[1].set_ylim(0,20)\n",
    "ax[1].set_ylabel('photon rate',fontsize=15)\n",
    "ax[2].scatter(df03_cut.lats[df03_cut.conf<3],df03_cut.heights[df03_cut.conf<3],c='r',s=.1,alpha=.5)\n",
    "ax[2].scatter(df03_cut.lats[df03_cut.conf>2],df03_cut.heights[df03_cut.conf>2],c='g',s=.1,alpha=.5)\n",
    "ax[2].set_ylim(10,30)\n",
    "ax[2].set_ylabel('ATL03 surface heights',fontsize=15)\n",
    "ax[2].set_xlabel('latitude')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Surface type classification\n",
    "\n",
    "Not we want to look at the surface type classifications in ATL07 and think about how these are used to generate ATL10\n",
    "\n",
    "Surface type paramter: Value that indicates segment surface type as sea ice or different types of sea surface. \n",
    "\n",
    " 0 cloud_covered \n",
    " \n",
    " 1 other \n",
    " \n",
    " 2 specular_lead_low_w_bkg \n",
    " \n",
    " 3 specular_lead_low \n",
    " \n",
    " 4 specular_lead_high_w_bkg \n",
    " \n",
    " 5 specular_lead_high \n",
    " \n",
    " 6 dark_lead_smooth_w_bkg \n",
    " \n",
    " 7 dark_lead_smooth \n",
    " \n",
    " 8 dark_lead_rough_w_bkg \n",
    " \n",
    " 9 dark_lead_rough"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's just look at the cloud free section from above\n",
    "# cut to region that has clear and cloudy data\n",
    "latmin,latmax=[81.748,81.753]\n",
    "region=(df07.lats>latmin)&(df07.lats<latmax)&(df07.lons>0)\n",
    "df07_cut=df07[region]\n",
    "# cut df03 to region of interest\n",
    "region=(df03.lats>latmin)&(df03.lats<latmax)&(df03.lons>0)\n",
    "df03_cut=df03[region]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0xb1e48fa20>"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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xPbUgCEWOkZERs2fPZt68eTg6OqKurp5v527evDnly5fH0tISX19fnjx5wpw5c5g1a5a8Tbly5YB3E+4PHjzIn3/+qdA16taty7Bhwzh06BA//fSTvNd57969HDlyhM6dO3+0J2fXrl3Y29tTqVIlrKys8nCXuaNQj0cxmzQhEo9CtnPnTvr06UOLFi0YPnw4CQkJ/P777wwfPpw2bdooOzxBEIRsRo8ezcyZMzl//jzt2rXLt/NevXqVN2/esGHDBgwMDOSba37M8+fPSUlJwcLCQuHrHDlyRD6MPXjwYGJjYylfvjxdunT55DEDBgzg8ePHODs74+/vr/A18+r9/I0ctS1mXR7FLE8q/vT19Tl9+jQjR47kzJkz3Lhxg+XLl7Np06Z8Hz8VBEHIDzo6OqipqZGUlJRv58zMzGTChAl0794dQ0PDzyYdAAEBAWhoaKCnp6fwtX777Tdu377Ns2fPUFdXZ+rUqZ+dU/LexIkTSUpK4tq1awpfM6++5uW0osdDCcqUKcOcOXOUHYYgCEKOxMfHk5aWRtWqVXN9jujoaF69ekV6ejpRUVGsW7eOW7du4e3t/cUPXRkZGYwfP56ffvqJ0qVLK3ztrl27UrFiRQ4cOMCYMWNyfJyamhrq6upK2cvmax5qKWbhCoIgCIXtfZVlbe0v7x3ybxkZGSxdupQGDRqgp6eHkZERJiYmdOzYkdjYWA4fPoyhoeEXz/P27VsSExPp1atXruJXUVFh/PjxzJ49m2fPnuX4uJiYGJKTk3MUY37L8VLaYricViQegiAIwmfFx8cDUL58+Rwfc+XKFVq2bMn8+fMZOXIkV65c4cmTJ0RFRclLD3z77bcfHHPs2DEkSZLvz/Le5cuXUVVVpX79+rm+hxkzZlCnTh1sbW1ztCHe27dvcXNzQ5Ikqlevnuvr5tbXPNQiEg9BEAThs0JCQqhatWqOVt4lJSUxbdo0zM3NMTIy4ubNm7i6utK8eXMMDAzQ09P75HDJ+9UsDg4OuLq6cuvWLWQyGd7e3rRp00bhHpd/09DQwMPDg8DAQCwsLMjKyvps+507d7J+/XqWL18uX1lTmBQpICaGWgRBEISvire3N507d/5iu+PHj/PNN9+wc+dO9u7di5eXF/r6+jm+jkwmY8CAAezdu5ddu3ZhbGyMoaEhf/zxB+PGjct1/BkZGSxevJjmzZsD5Kh0etu2balatSq7d+/mzZs3ub52bklISFIOH8WskodIPARBEIRPevHiBceOHeP777//ZBuZTMb06dPp0qULNjY23Lhxg549eyp8rSdPntCzZ0969+7NgwcPcHd3p1GjRoSEhDBo0KBc38Ps2bNxdXUF3m1LERMT88VhIyMjI4KCgoiOjmbYsGG5vnZuKTLHQ/R4CIIgCF+NGzdukJmZyffff8+CBQvkE03/bcGCBaxYsQJfX1/WrFnz0X2ociIjI+ODZbWurq7yXpS8sLW1lX/dpk0bdHR0cnScgYEBfn5+vHjxIk/Xzw1F5niIyaWCIAjCV6NDhw48fPiQGTNm4OHhQc2aNVm+fDlpaWkEBwdjb2+Pm5sbXl5eny3IlRNmZmYcO3YsnyL/r8zMTFRVVVm6dCn+/v4K7YlVrVo1xo4dm+8xfYmYXCoIgiCUWDVq1MDZ2Zl79+4xd+5cpk6dioaGBq1atSIuLo6TJ0/Sp0+fPF/nhx9+wMvLS76KJr+sW7eOLl26MHXq1FwVavzcMFNBUWioRSQegiAo6njkJcYcd2f0cXeOP7yk7HAE4aM0NDSYMGGC/O8jRozg6NGj+VZGvUGDBqSkpJCQkJAv53vv3LlzeeqNUUZVaYWGWorZO7moXCoIShSX8opuPlOISf7vL9oTj4KoVFob337LqVymghKjE4SPW7x4MStXrmTZsmX5et6MjAxAsXohXxITE0NERESe9sKSyWT5Fk9OqaqCWg7foYtb4qHUcDMyMvD39ycqKkqZYQiC0vTe6/pB0vHey5RX9N77kxIiEoQvmzZtGk+fPs3XBAHerSTR1NTkxIkTbN68mVOnTuX5nO8nq35pL5hPuXLlCh07dsxzHIr6mns88hRuamoqq1at4uTJk7nKCIcOHUr79u1p2LChUtZJC4IyhUTf5unbmE++/jzpJUFRNwsxIkFQrjJlymBhYYG9vT2Ojo4MHTo0z+esWLEiANevX1f42IcPH9KpUyeMjIzyHIeiVKScP4rZFI+8DbUMHz4cHx8f0tPTqV27NkuXLqVjx46oq6tTqlQp4uLiiI6OpmrVqiQkJLB9+3ZUVFTQ0NCgadOm/P3333zzzTeEhYWxf/9+tm7dSoMGDVixYoVCs44FoTjad+/sF9vsvxdAS33jQohGEIqGGzduAPDNN99QpUqVPJ/v7du3qKqqEhISwvDhwxU6dvPmzRgYGLBmzRrq1auX51gUISnQk1Hc6njkOvHw9PRk165dXLp0CT09PVauXEm/fv3kr0uSJO8F0dXVJTU1lVKlSlG/fn3evHlDeHg4gLynw8HBASsrKzw8PDA1NUVfX59q1arJC9Hkdl24IBRVGqrqX2xTKgdtBOFrsm/fPlq2bMmNGzfYs2dPns+nqalJu3btiIuLy9XxOjo6SpnjoaLI7rTFrMsj14nH7NmzmT17NmZmZgAsXboUOzs7VFRUSElJIS0tjSpVqlChQgWGDx/O6dOnmTlzJvPmzQMgISEBHx8fbG1t0dbWJiMjAzU1NWrUqIGjoyNqamryiUYVK1akS5cumJmZMXHiRNTVxS9jeJfJ+/r6Uq5cObp27aqUmddC7g0x7sofofs+36ZR10KKRhCKhhYtWjBz5kxOnTpF796983y+Q4cO4efnx9mzX+5h/F+mpqbMmTMnT5vT5ZakQOKhaAExSZIMgLVAW0AGnAbGy2SyQqmUlusOGgsLC6ZNm/bBc61ataJly5a0bdsWa2trmjRpQo0aNdi9ezcDBw78YJ13hQoVGDlypHzTH7V/pu8ePHiQq1evkpqayp07d4iPj2fRokWoq6szb948rKysFNrW+GvWqVMn7OzssLGxYe3atcoOR1CQYXldzPUbffJ1M90G1NKqWogRCULRYGVlxcWLFz+7rFYmk3H69Gmio6M/2SYpKYnRo0czZcoULCwsFI6jT58+rFmzRuHj8sO7oRYpRw9J8dKlHv/8WROoDWgAv+Vn/J+T68QjKCiIBQsW5KhtxYoV2blzJy1atPhi2yZNmtC0aVNUVFSoX78+FSpUYNSoUfz111+EhISQmZmJmZkZnTt3ZvTo0aSlpeX2Foq9OnXqyL/28vJSYiRCbnl2+w9tDUyzPd+mWmP+tpmjhIgEQfksLS0pW7YsHh4en2yzatUqOnTogI+PzyfbLF++nKysLNzc3HIVhyRJODk5ZfuQXRgkFQlJNYcPxd/JawO7ZDJZokwmewN4AXmrS6+APE0ujYn59Iz8glCrVi1Onz7N8uXLefr0KX/99RepqamoqKigr6/P3Llz5T0nJcH27duZOHEiXl5e2NvbKzscIRdUVVT5q+ss4lPesO9eACCjV922VCwt5jQJJZeGhgYbN27E3t4eCwsLrKysPnj9+fPn8k3fUlNTP3qOFy9esGjRIpYvX46mpmae4hk9ejRLlizJ0zkUJUkK9GS8G2b/RpKkf09G+VUmk/3nE0csB+wkSTrEu0Ux9sChXAeroFy/S6urq1OzZs38jCVHSpcuzYwZMwB48OABW7dupVWrVuzfvx9VVVX5HJKSwtzcHHNzc2WHIeSRTunyDDexUXYYglBkDBw4kL///psNGzZkSzz++usv+e/7yZMn06VLF5YtW8bBgwf5/vvv6d+/Pz///DO1atVixIgReY5FKR9oFRhC+Wd+X5hMJstpr8U54AfgfW36QKDQ3jxzPdQiSVK+FHfJi7///pvz589z/vx5fvnlF3bt2qXUeARBEIT8k5ycjL6+/gfPPXv2jIULFzJv3jzKly+PTCbD2NiYY8eOYWdnx/r167GwsCA1NZUDBw4U215wSYUCGWqRJEkFOM675EPzn8dZ4GhB3MfH5DrxSExM5OTJk2RlZWV77dWrV5+de3H9+vV8qVaqra2NhYUFKioqfPPNN0RGRhb68E9+Sk9PV3YIgiAIRUbjxo3x8vIiNjZW/tzEiROpX78+EyZMIC0tjW+++YZ9+/Zx//59Vq1axYsXL4iKiuL8+fPUqlVLecHn0fuhlpw8FFxPW5F3k0pXyWSyJJlMlgSsBiwkSapcEPfyv/JcduR9sZf34uLiqFChAtOnT2ft2rX07t2bwMBA+etbtmyhadOmuLi4cOXKFWbMmEFkZGRew6Bdu3YYGxvTr1+/YlkF1cXFhVKlSpGUlKTsUARBEIqE+fPnk5WVxYEDB8jKymL69Ons27eP33//HTU1NVxcXAgNDaVXr17yopPlypVDT09PyZHnnWKTS3OeeMhksljgLuAkSVJpSZJKA07Ak39eK3C5TjyMjY3p3LkzLVu2pG7dumhpadGuXTssLS0BWLFiBc7OzkRHR9OmTRt5HQ5HR0dMTEzw9PSkRYsWLFy4kDFjxnDixAngXaW4kSNHEhISolA8pUqVYufOnTx48IC6deuye/fu3N6aUmzbtg14Nwu7MN2+fZsrV64U6jUFQRBy4saNG0RHR+Pn58f333/P2rVrOXToEM2bN1d2aAVOseW0Cp++N9AceAo8B8yBXvl7B58mKVqRTZKkWsCDBw8eULNmTfbu3Ut0dDSVKlUiKCiIt2/fUqtWLa5fv87YsWOxsLAgICCAnTt3oq+vT6dOnWjZsiX+/v7o6OjI/wOpqanRrVs3fH195YXDypYtS7Vq1Shbtiy///475ubmXyySlZyczKJFi5g7dy6urq64ubmhoaGRi29N4TI1NeXatWvUrVuXu3fvFso1ExIS0NHRAd51Xy5ZsoRSpUoVyrUFQRC+JC4ujkqVKgFQtWpVDh8+jKlp9uXnBS0yMpLatWsD1JbJZJEFfT1Jkg5salq7R8cq2jlqvz8qnglhD71kMtmgAg4tX+Qp8ciP8bOIiAhUVVU5cuQI4eHhJCYm4ubmxp07d0hJSeHp06f8/fffnD17lurVqzNmzBgmTJjwxRLqhw8fZvDgwaSmptKyZUtmzZpF27ZtyczMJDIyEj09PSpXLpThrBy5evUqzZo1AwpvC+akpCSMjIx4+vQpAHv37s2XSoGCIAj5JTo6mmvXrtGyZUsqVKiglBiUkng0q9Ojk24OE4/n8Yy/HllsEg+lT/d9X4p23LhxHzz/zz8yAGPHjiUiIoIDBw6wfPlyli1bxtSpU3Fxcflkb4aNjQ2PHj3izJkz/PHHH3Tu3BltbW2Sk5PlE1/19PSws7Nj5syZ2WZOFzZTU1NevnxZaL0d8K5HKSAgAGtra2JjYylXrly2NomJiZQpU0Zs2icIglLo6urSqVMnZYdR6N5NLv06N2spFnvaSZKEkZERU6dO5d69e8ybN49Vq1ZRt25d3N3dP7qyBkBLS4sePXqwb98+oqOj+fnnn9m9ezfPnj0jJCSE+fPnc/ToUapVq8bWrVsL+a6yq1ixYqHX5KhduzZXr17lyZMndOzYkdTUVFJSUoiLi+PevXvUrVuXGjVqKDznRhAEQci9HE8sVXByaVFQLBKPfytdujTjxo0jPDwcZ2dn5s2bR4cOHQgKCvrscVWqVMHV1ZWePXtStWpVTE1NcXR05ObNm0yZMgV3d/dCuoOiR0tLC01NTdavX0/FihUpU6YMlSpVol69ejRo0IDY2FgCAgKUHaYgCELJocBy2lxMLlWqYhbuf1WqVAkXFxeuX7+OpqYm5ubm9O7dm9u3byt0HlVVVfr27cvNmzdJTEwsoGiLvqlTpzJp0iTc3Nw4duwYQUFBXLx4kdOnT9OuXTsePHig7BAFQfgKvX37lj/++EPpBSmLGkmioOp4KF2xTTzeq1OnDgcPHuTKlSvEx8fTsGFDunbt+sUekH+Ljo5GQ0MDdXX1Aoy06JLJZKxcuZK0tDQGDRpEp06daNGiBebm5qiqqpKRkVFivzeCIBQsZ2dnxowZg7W1NSdPnlR2OEVGQdXxKAqKfeLxXvPmzfH39+fixYuULVsWc3NzrK1pqddnAAAgAElEQVSt+fvvv8nMzPzkca9fv2bBggUMGDCgWCy7LQh+fn4ANG3a9KOTbN+8efPRiaeCIAi5kZGRgbOzM2pqamzcuJFevd6VkHi/vF94l3jkuI5H8co7vp7EA95NQjU3N8fHx4dLly5Rv359Ro4cib6+Pt26dWPJkiVERUVx584djhw5wrJly6hXrx6xsbEsWLBA2eEXqtu3b2NpaUmFChWwtrbG2dmZkJCQj9bxaNOmDUePHi20Zb6CIHydIiIimDVrFvXq1eO3334jKyuLX375hYEDB1K+fHlMTEyUHWKRochQi+jxKCJatmzJ+vXrefz4McuXL6devXp4eHhQtWpVGjRoQO/evVm7di3ff/894eHhGBoaKjvkQtWnTx9Kly7NunXrOHfuHCtWrPhkcTZHR0cuXbpU7KrBCoJQNERHR+Pi4kLDhg3Zt28fTk5OdOjQgcWLFzN37ly6d+9OWloa+/btU3aoRYZCQy3FrMtD6XU8ClrlypUZMmQIQ4YMYcWKFQQFBWFgYICBgUGJrU2Rnp7OgwcPGDNmDPb29p9te/HiRVasWEFmZiaampqFFKEgCMXZ69ev8fHx4dixY4SFhXHr1i0MDQ3x8fGRFymcNm2avL2WlhZjx47F0dGRAwcO4OzsjJmZmbLCLxoU6ckoZl0IxSzcvFFTU8PCwoIaNWqUyKRDJpNx/Phxrl+/Tv/+/Tl69PO7ICcmJtK7d28eP37MlClTSmQRH0EoSJmZmRw4cICpU6dy+fJlZYeTL6Kjo2ndujVTp05FRUWFYcOGcejQISIiIj5bGXnJkiWsXbuWO3fu0LFjR/nWGQVt9uzZjB8/noSEhEK5Xk5JKgrU8ihmQy1ffY+H8F9LlizB1dUVgJ49e3L06FH8/Pxo3779R9tfu3aNFy9eEB4eTsWKFQsxUkH4eqWmprJu3Tp27tzJnTt3SExMxMTEhPXr1/P8+fMvbgdR1K1du5a0tDTu3bunUIlzNTU1Bg4ciLe3N4mJiYXy4fDMmTPMnz8fXV1d4uPj8fT0LPBr5pQkqYjKpULxt3//fqZPn46fnx+HDh3CwsKCWbNmERcXh6enJ7t27eLZs2fy9ufPn8fY2FgkHYKQT9LT0+nfvz/z58/H0tISDw8Pnjx5QmBgIGpqahw+fFjZIebJnj17mDNnDqNGjVIo6UhPT2flypWULl2a/fv3A/D48eOCClPOzc0NW1tb6tevj0pO3+QLi4oCk0uLWeIhejxKEENDQ+7du0e7du1YtmwZ06ZNIyMjQ777o4qKCllZWVSrVo26desSHBxMq1atlBy1IHw97O3tuXjxImfPnqVBgwby52UyGaVLlyY1NVWJ0eVNUFAQ/fr1A5D/TsmpkydPMnnyZODdsv5r166xY8cOpk+fnu9xvhcaGoqfnx+HDx/GxsaGxYsXF9i1ckNVVQVV9ZwlQypqxSvxKGIpnlCQbGxs5DU7fvzxR/T09DA0NJT3aGRlZaGiokJsbCwRERFUqVIFZ2dnJUYsCF+PFy9e4O3tzbZt2z5IOgAuX75MdHQ0VlZWSooub9LT0z/YZ6pz584KHd+lSxeCgoKIjo7Gzs6OqlWr4uDgkN9hynl4eNCkSRPatGmDrq4uoHiyVOBEATHha9CmTRtiY2Np2rQpVatWJTo6mqysLCwtLYmLiyM4OJiYmBhWr16Ni4sL5cuXZ9u2bcoOWxC+ChMnTqRhw4YfnVN15MgRmjdvTo0aNQo/sDySyWTy3goAS0tLhe9DkiRatGhBlSpVOHHiBEOGDMn3EgeJiYkcOHAADw8PJk2axMKFCzl58iTNmzfH0tKSPn36cO3atXy9Zl5ICgy1ULzyDpF4lCT16tXj8uXLtG3blpo1a6KiooKJiQl//vknOjo6NGvWjIoVKzJ69GgmTJgAwP/93/8xevRo4uPjlRy9IBRvQUFBTJo06aMVkm/evEmTJk2UEFXeTZw4kQ0bNlCnTh0Azp49y5MnT3J1rr/++gs/Pz+aNWuWnyESERGBiYkJAwYMYOrUqfz8889Mnz4dFRUVnJ2dCQwMJDw8nHnz5uXrdfNERQLVHD6KWY+HmONRwsTFxfH777/TvXt35s+fj42NzUcnJo0YMYLQ0FAA/vjjDx49esSRI0cKO1xB+CpkZmaSmppKzZo1P/r6zZs3GThwYCFHlT8OHjzIggULmDZtGocPHyYkJAQDAwOFzvHo0SPWr1+Pu7s7pqamdOjQIV9j/OWXX6hVqxbh4eGUK1eOjIwM/P39WbVqFQEBAaxdu5aMjAy+++67fL1uXkhSzodQFJlcKknS/+6GqgHclMlkhZb5isSjhImMjCQ9PZ3u3bvTvXv3j7a5cuUKO3bsAMDa2pqxY8cyYMAAXrx4gZ6eXmGGKwhfBVVVVVRVVbPt8iyTyfD29ubatWusWrVKSdHl3r1793j48CFmZmYkJiZiY2ODjY2NQud49erVBwnZ1atXadCgAXv37qVdu3b5Eufz58/57rvvKFeuHLdu3cLOzo6wsDC0tbU5ePAglpaW+XKdfKUigWoOByUU6PGQyWQfVIKUJOk6sFOR0PJKDLWUMI6OjixbtgwnJycePnz40TY6Ojo4OjoSHx/P8ePH6d27N+XKlePcuXOFHK0gfD1q1KjB7du3P3juzz//ZPDgwbi4uPDtt98qKbLcW7t2LTKZjD59+lC+fHm++eYbtm/fDrxLqt6+ffvFc/j6+gJgZmbGkCFDGDBgAK1ataJ9+/Zoa2vTvn17wsPD8xTnt99+y/HjxwkPD6ddu3bUrFmTFy9eEB8fXzSTDniXTOT0kcvltJIkmQONgC35GfqXiMSjhJEkSb4vQnp6+kfb1KlTh40bN1KhQgUkSSIwMJA3b94U+8JGgqBMDg4OeHl5fbDZ4vr165k6dSqLFy8uenUkgAsXLjB16lQ2bNiAv78/9evXR5Ikpk6dSkZGhrzuiJOTEwEBAfTu3Zvhw4ezePFiTE1N0dTUZPjw4WRlZX3yGj169ODMmTMEBQWxdetWvLy8iI2NBcDd3Z3U1FRcXFzydB9xcXFkZWXRu3dvLCws2LNnD7q6ukW7/oVClUtzfRVHwFcmkz37Yst8JIZaSqBbt25RpkwZ6tWr98W2GRkZdOvWDUAMswhCHrRp04YXL14QFRVF1apVAahWrRrR0dFKjiy7y5cvM3v2bHx9fWndujU+Pj5ERkYC0Lx5c7Zu3crZs2fp1KkTgwcPxtHREQMDAywtLYmMjJRXSIZ3E0b19PRYtGjRR6+lqalJ27ZtP3hu9OjRJCcnM3bsWOrUqUOPHj1ITk6mTJkyCt/Lvn37+P3339m+fbs8+VNXV1f4PIVOUmDS6Lt230iS9O8txH+VyWT/+fTppbLAIGBo7oPMnaKXYgsFLiYmJsc/ePv27SMpKYny5cuXuB18BSE/NWzYkOrVq7NkyRIA3rx5g5+fH23atFFyZP917do1evfuTcuWLVFTU+PKlStcuHCBBw8eyCeXz549m6CgIExMTPD09MTNzY0aNWowYMAAkpOT6dOnT7Z9nRQtzjV69GgmTZoEvFuNl5GRQVRUFPBuCOfIkSN4enry5s2bT54jNTUVW1tb+vTpQ79+/bC3t8fAwIDz588rFIvSKL6qJUwmk0n/evznC1cYACQBhwr6Vv6XSDxKoFKlSpGYmEj//v2/uEx28eLFjBkzhtevX6Ojo1NIEQrC16dUqVIsW7aMtWvX4uHhwa5du0hJSeH7779XdmjcuHEDOzs7TE1NSUtL4+LFi+zfv5/mzZvL23Tp0oWHDx/Su3dvatWqxebNm3n58iVpaWmcOHGCgIAAqlatyoABA0hJSZEfd/PmzTzN0Xhf9LBTp06EhYVha2tLr169cHBw+GxCk5KSgo+PD3p6eqxduxZJkjAyMuLWrVu5jqUw5bhceu7reIwC/pLJZIWzG9+/iMSjBLKzs8PBwQFvb2/WrVtHZmZmtjbLly9HU1OTS5cuMWbMmA9eS0z839VYgiDkRP/+/Zk1axb/+c9/GDVqFCoqKpQuXVpp8cTExDBu3DgaN25MfHw8Z8+exdfX94MqpP/2v4XBJElCXV0dKysrjh49Sq1atVi2bBlnzpwhMzOT+Ph4GjZsiLGxca5jjIuLA96toGncuDF79uyhWrVqAJ+ME0BbWxs/Pz80NTVp2LAhjRs3JiAgADs7u1zHUqjer2rJyUPB+UGSJDUA2gCbCyT2LxCJRwlUpkwZtmzZgr29PTNnzqRv377ZtqB++/Ytb9++5ZdffqFp06YArF69Gg0NDcqXL/9BpUJBEHJGkiR++eUXoqKiCAwM5MSJE4UeQ2xsLJs2baJdu3ZUq1aNI0eOcPToUU6cOJGnlTVNmjTh6tWrTJkyBXi395MiG8V9yuTJkzlw4AAJCQns2bOHFi1ayFfkfWmYql27dty4cYM1a9Zgb2/PjRs38m2JbkF7X8cjZ5vEKXx6RyBAJpPdyf/Iv0z69wzrHB0gSbWABw8ePKBWrVoFEJJQmC5fvkzLli25cOECrVu3lj9/5MgRunXrxqtXr9DS0mL16tVMnDjxg2MjIiJyNEFVEATl8/X1zVZjY8SIEfz++++oqRWPdQYBAQH4+vpiYGDAokWL6NevHytXrizw60ZGRlK7dm2A2jKZLLKgrydJ0gHvYa16dG9UNUftd119wtC/L3vJZLJBBRxavige/9uEAmNmZoaJiQlbtmyhVatW8uVl7z9JBAYGIpPJmDRpEj/99BO+vr4kJSVx7949MeQiCEVYVlYWV65cwdfXl82bN2er2+Pm5sbEiROLTdIB4O/vz8KFCylbtiw6OjpFcglyvnk/uTSnbYuRr/hfTcgJSZJYtGgRmzZtwsrKipMnTxIVFcWWLVsAqFWrFtOnT2fw4MEsWrSIkydP8vTpU8aOHcvt27c/uz5fEATlePToEZ06dcLc3Bw3Nzd50uHu7k5wcDBDhw7FyclJvjN1cTFjxgz09fVJSkqia9euTJ8+XdkhFRwFJpfmoY6HUhSfVFcoMN27dycwMJDvv/+ejh07AqCurs7KlSvZt28fz58/Z//+/QAMGzaMlJQU1q1bx7p169DW1qZr167KDF8QhH88fvyY9u3bc//+fSwsLIiIiODOnTtcuHABe3t7GjVqBLyrrVHcZGZmEhISQpUqVTA2Nmbjxo3KDqlgqSB6PISvm5mZGbdu3SI9PZ3g4GBu3brF69ev+emnnxgxYgTVq1eXz3gHOHfuHJUqVeLu3btKjlwQhLi4OHbs2EGrVq0oVaoUAQEBBAQEUK9ePWxsbJg7d6486ShO0tPT8fDwwNLSkvLly9OyZUsMDQ3ZunWrskMreNI/q1Vy8ijKFVg/okgnHq9evZIXjREKh5qaGs2aNeP48ePMmzePJk2ayCuXjh07FoD79+/Tpk0bBg4cyG+//abMcAWhRJLJZHh4eNC9e3cMDQ2pVKkSEyZMwMnJieDgYCwtLVFVVVV2mHly48YNTE1NmTFjBt9++y1eXl48fPiQw4cPl4hihpJKDsul/7eAWLFRJIdasrKymDZtGitWrEAmkzFy5EhWr15N2bJllR1aiZCWloa7uzuzZs3il19+kT+/b98+ypcvT5UqVQCoXLkyd+/e5cCBA/Ts2VNZ4QpCiREaGsrYsWMJDw8nJSWFUaNGYWtrS5MmTTAxMclVSfGi6OjRo9ja2tKpUyf8/f2pXLmyskMqfCrkPKEoZj0eSk880tPTOXnyJKdOncLe3p6MjAxmzJjBxYsX8fb2RktLi5EjR9K2bVuCgoK+7lnMRcTcuXN5+/YtP/744wfP16lT54O/Dxs2jJ07dzJ37lyReAhCAduxYwfDhw/HxsaG6dOnY21tjZmZmbLDUphMJuP169fEx8djaGiYbVWNTCZj2LBhjBgxglWrVhXtjdwKkkKrWgo2lPymtHDv3LmDk5MT1apVo1evXixZsoTOnTvTunVrwsLCuHjxIn379sXa2hpPT0+Cg4N59eqVssJVqr1792JiYlIoxYZu3rzJ0qVLWb58+Rc/ZdSpU4dp06bJd5IUBCH/ZWRksHbtWoYMGYK7uzt79uzhp59+KpZJR2JiIj179qRChQrUrl2bChUqYGtry6lTp8jKysLPz4/Ro0cTHR2Ns7NzyU06ULSAWPH6PhV64nHz5k0cHBwwNjYmODiYBQsWEBUVJR+za926NZmZmRw+fFheJ+LYsWMYGxvnSxW84mjx4sWEh4fj7OxcoNc5ePAg5ubmdOzYkcGDB+fomHv37mUroywIQv7w9PSkQYMGuLq6smbNGqZMmVLs3mTei46Opn379ty6dYszZ85w584dtmzZgoqKCp06daJSpUpYW1tz7949Nm3aRN26dZUdsnIpVDK9eP2fKLShlidPnuDm5saWLVuwtLTk+PHjWFlZyX+I3s8TqFWrFp06dWLp0qWsWLGC1atXc/ToUfr06VNsf+DyavHixXh7e8tLEReEsLAw7OzsmDx5MvPmzSMrK4vY2Fh0dXU/eUx8fDze3t7Y29sXWFyCUFItXbqU6dOn4+rqyuTJk4v1PIfnz59jbW1N2bJlOX/+vPz3Sv369enfvz/nz5/n1q1bdO3aVb4PS4n3FRcQK/DEIyEhgUWLFrFy5UoaNmzIkSNHsm2ZDGBqasru3buxtLTk119/5e7du8ydO5d+/foBsH79+oIOtciytLTE0tKyQK/Rv39/TE1NcXNzw8fHh4ULFxIcHEyjRo3kO1QaGhpiYWFBeHg4YWFhXLhwgdKlSzNu3LgCjU0QSoqEhAR8fHxYt24dISEh7NixgwEDBig7rDyRyWT07NkTLS0tjh49ira2drY2bdq0+eK+KyWOyruVLTlRYgqIvd9Z8YcffqBbt25oamrKX5PJZISEhLBlyxb+/PNPKlWqxMaNG7G3t//s5NBWrVrh5eXFoEGDSExMZOHChXTv3l2+xFMoOPXr1ycgIABdXV3S0tJwcHBg3rx5hIWFcfjwYfz8/GjatCnLli2jbt26mJiY0KJFC9avX4+Ojg7bt2+nWbNmmJiYKPtWBKHYuXLlCi4uLpw5cwYtLS2GDx/O9u3badCggbJDy7NXr15x5coVzp0799GkQ/gE0eORnY6ODlpaWgwbNoy0tDQMDAwwMDAgKyuLZ8+e8fjxY8zNzfHw8GDAgAFoaGjk6Lz9+vVj//799OjRg/bt29O5c+fchligHjx4gL+/P/r6+nTs2LFY7XfwMbt27WLbtm2UL1+ebt26yefTdOvWjWnTpvH48WMMDQ3JzMz84F7T09OpXbs2kZGRtGzZkkuXLinrFgShWEpMTKRTp060b9+eU6dOYWFhQalSpZQd1hfZ2dlx+fJlLl++TKVKlT7ZTltbm4oVK/L48eNCjO4rIClQn6OYTUPI9bvlkiVLqFWrFmvWrCEwMJDIyEiePn2KqqoqOjo6dO3aNde713bt2hUDAwNu375dJBOPgIAAvvvuO/nfDx8+LC+yVVyVKVOG0aNHf/L16tWrA2RLsLKysoiOjgZAV1eXdevWMWLECEqXLl1wwQqfFBMTg7a2drF44xLeOXDgABkZGezYsaNY/dyoq6sTGRmJgYEBYWFhn9ypOjMzE0mSSE1NLeQIizdJTQVJPYdF4FSL11hLnj+mlylTBisrq/yI5QOtW7fmt99+w8nJqcjV7ggJCZF/3ahRoyKZHBUWDQ0NduzYQZ8+fTh06BCHDh1CXV2dUaNGKTu0Eufu3bvUr18feDfc+SUpKSlcu3aNVq1aFXRowiekp6ezaNEi7OzsilXSERAQwKhRowgODub27ds4ODjg6+uLjo5OtrY7duwgJSWFHj16KCHSYkyhHo+CDSW/Fa139H9ZuXIl9+7dIygoSNmhZDNo0CAAGjZsiLe3d5EuTZyRkcHr168L9Bq9e/fm4sWLmJubA9C4ceMCvZ7wcZMnT5Z/nZKS8sX2ZcqUoXXr1rx48aIgwxI+w83NjSdPnrBgwQJlh6KQIUOGYG1tze3btzEzM5PXXYqPj8ff358lS5bw6tUr0tPTmTNnDhMmTCh2O+EqnYqU871aitiH8y8pshMT9PT00NDQ4OXLl9leCwkJoUyZMjRs2FD+3LNnz5g+fTq6urqMHTu2QNeA6+rqkpWVVWSX93p6ejJp0iSqVq1KWFgYkLNPwJ+SlJREZmYmf/75Jw0bNvxoD4+5uTnnzp0jJiaGqlWr5vpaQu69/7c+ePBgjj49u7u74+fnV6w+aX9NlixZwpIlS9izZw96enrKDkchEydOZOrUqVSuXJljx47xzTff4O/vL08uVFRUWL16Nebm5rx48QIXFxclR1wMSVLOE4oi+l70KUUyTUpJSWHw4MGoq6tjbGz8wWtr1qyhefPmGBsbc+DAAfnzu3fvZtu2bSxbtox69eoV+K6pRTXpgHdvQC9fvpS/EVlbW+fqPDExMTg5OaGlpYWWlhYzZ86kW7dueHl5fbS9mpqaSDqUKDAwkDdv3tC9e/cctXd1dcXX11esNFCCCxcu4OrqiqenZ7Ecgpg0aRI2NjbExsaipaXF06dPiYiIICQkhOfPn/P69WscHByIj49n586dn518KnzC+6GWnDyK8PvRxxS5xOPZs2d06NCBs2fPEhAQQO3atT94/ciRI/JP3EOHDpU/P3HiRLy8vDAyMgJg27ZthRd0EbNw4ULWrFmDiYkJM2bMkG9lrwgfHx8aNWrEqVOn8PT0ZNeuXURFRTFnzhwcHR3lVWWFokNPT++DZe1C0ZORkcHWrVvp06cPQ4cOLbY1Op49e8bhw4eBdx84JEmiXr16mJqaoq+vT7ly5ViwYAEnT57McSIs/A9FhllysZxWkqRekiRdlSTprSRJzyRJ+vHLR+WPIpV47N+/n2bNmpGVlcXFixcxNTXN1kZbW5tjx44BZBtOGTBgAKdOnQJgzpw5BR9wEebk5ERYWBjz589HXV09x8clJCTIfyH++OOPXLt2jYEDB2JnZ0e5cuWYNGkSurq6WFtbc/PmzQK8A0H4+nh6ejJs2DCGDx/O77//ruxwcq169eps3rwZFRUVhg4dSkREBM+ePWPDhg0sXLiQyMhIZYdY/EkKzPFQsMdDkqSugAfgDGgBJoBfvt/DJxSJxCMuLo4RI0bQt29fRowYgb+/PwYGBh9tW6VKFfT19Tl79iyXL1/O9rqBgQHTp0/P8V4jwn+FhobSuHFjAgMDOXfuHHPnzs22LFNTUxN/f3/KlStH//79lRSpIBQ/cXFxREREAGBiYlLslzyPGDGCM2fOcP36dYyMjDAwMODXX39l69atGBsbF8mFAcVKwQ61zAXmyGQyP5lMlimTyeJlMtmtAriLj1Jq4vH8+XN+/vln6tSpw/nz5wkICMDd3f2TxcZevnzJpk2bSE5OZsaMGZ8878KFC/H09CyosIuVly9fcu3atS+2u3nzJh06dKBVq1ZcvXr1s0ssdXR0UFNTIzw8nIyMjPwMVxC+Shs3bqROnTqsW7cOe3v7XM+7Kmq+/fZbQkJCuHXrFiEhITx58oTw8HB69uzJDz/8QHJysrJDLL4UWtUiAXwjSZLsX4//fOy0kiSVA8wALUmSbkmSFCVJkpckSfqFdmuFdSF4t2b9woULBAYG4urqSu3atdmzZw9LliwhNDT0i7X6V65cSeXKlendu3chRVz8tW7d+qNDVv9248YNTE1NMTU15e+//6Zs2bLZ2rx48YLg4GC8vLxo164dd+/excPDAzU1NZ4/f87WrVuJi4srqNsQhGJJJpOxYMECfvzxR9zc3Hj+/Dk7duz4ZI9ucSRJEg0aNMDU1BQVFRUkSWLNmjW8fPkSBwcHMjMzlR1i8aTQUIsKQJhMJpP+9fjPJ86sw7vKH0OALkA9IB0otImRhZZ4JCcnyzcCsrCw4ODBg2zevJnw8HB++OGHL3Y7XrhwgcWLFzNy5Ei2b9/O9OnTCynyvElISGDDhg08efIkz+f65ZdfkCSJ2bNn8/Tp0w9+oO/du0daWlq2Y9TU1OQTbj9l0aJFfPvttxw7duyj80EePHiAvr4+ZmZmDBo0CENDQwIDAxk7diwALi4uDBs2jI0bN+bxDgXh6xEXF8fgwYP59ddf+b//+z8mT55c7IdXckpXV5cjR45w/PhxPDw8lB1O8ZTTYRYVSdECYu9XBqySyWQPZTJZIuAGWP/TG1LgCq2Ox/bt27l79y6PHj1CS0sr2xK+93UxPrZMNTQ0lN69e2NnZ8fZs2cxNTWla9euBR5zVlYWgMKVU5OSktizZ488879w4QLNmjXD09OTFy9ecO/ePXx8fHj27BkAvXr1IjQ0lISEBCwsLLC2tsbKyuqD78X58+eZP38+AHPnzmXu3LlUq1aNtm3bMmXKFPnQiJubG2PGjCE4OJjOnTtz6dIleUIik8k++v29c+cOPXr0+OQS4Zo1a+Lu7s7u3bu5cuUK+/fvx8nJCSsrK9TV1Wnbti1v3rz56K7DglASnTp1CgcHB3R0dLhw4YJ8h+eSxMTEhPHjx/P3338zYcIEZYdT/EgKFAZT4D1KJpMlSJL0CPhYcadCWZdbaD0ef/31FyNGjKB69erypCMjI4Pjx4/zww8/UKVKFcqUKUP79u3ZvXs3t2/fJjo6mj179mBlZUX79u2Bd3MRvLy8CqWOxrhx4yhXrhyhoaHZXouKisLf35/Y2Fj5c69eveLMmTMMHjwYBwcHvv/+e+7fvw/A7du3adSoER06dGDmzJkYGBgwZMgQWrduzcGDB6lSpQotWrTAz8+PLl260KRJE4yMjOjWrRu//vorK1as+OD6c+fOpXXr1nh5eX2QhP36669Uq1aNHj16sGvXLsqXLy9fQ9+qVSusrKw+6H1JSkri0aNH8k3hPkZFRQVXV1eCgoKIiYkBoEuXLujr6+Pk5IStra18RZIglHS7du2ia9eu2Nrachkq8goAACAASURBVOXKlRKZdLz37bff8ubNm4/2xgpfUICrWoDfgYmSJBlIklQGmA2c/Kf3o8AVWo9HfHw8derUAd5NeJw5cybe3t4kJCTQqVMnli5diq6uLrt27WLIkCHyks9qamqMGzcOCwsLBg8ezIkTJz65GZGiAgICePDgAf379//ovIY3b96QkpJCkyZN8Pb2pl+/fvLXhg8fztGjR1FRUSE9PZ3ExESaNGnCo0ePgHdv1llZWSQkJKCiosL169cpW7YsVapU+eJOtvfv32fTpk3o6+sTFhbGkSNHspW1fl+SOC4ujv379zN37lx5kvPevyeIymQywsLCSE5Opnbt2jRu3JgBAwawaNEiEhISGDJkSI6+Z5UqVeLQoUOUKlWKgwcP4u3tzeXLl7l48WKOjheKFplMRkJCwkf32BAUd/DgQQYPHoy7u7uo1sm73xdhYWEkJiaKkukK+tQIwMfbKnx6d6Ai8H7lwWnezfkoFIWWeCQlJclXq7i7u3P06FHc3d3p06fPB1XtunfvzubNm4mKiiIuLo6goCDmzJnDunXrGDNmzEc3pMvIyECSpGx7psTFxREYGEhWVtYH1QFTU1NZuXKlfJ6Is7Mzjo6OTJky5YPKm0uXLsXQ0JDFixdja2vL5cuXMTMzA8DBwYHz58+zZcsWeZIhSRIVKlQgISEBAwMDnj59SvXq1Vm7dq1CJdzr1KkjH1b5t+TkZCIjI0lOTpZvBlaxYkXatm0r3/lx0aJFGBkZ0bx5c2rUqMGTJ08IDg7mxYsX2NvbExUVxZQpUzh06BC7du0iISEBeFeJcMuWLTmKz8bGBoCOHTtSvXp1ZsyYQUZGxhcTKkE5oqOjefz48f+zd+ZxMed/HH99Z3RKiU6U5LZ0ubciobCWleSKHGvl1jrWYh25zxzJkTvUshRL69rWkpskEUnlSkqlVLpm3r8/RvPTRs1Mx1TzeXp8HprvfD7vz/szM03v7/vzeb/f4s/ukydP4O/vj2fPniE+Ph6hoaHIyMhAnTp15Kxp9efNmzcQCoWIjY1FXl6ewpzp+Brm5uYwMDCAr68vfvnlF3mrU70ojGqRBE66zQsiEgCY9alVPkQkVQNgAoDi4uJIUg4dOkS1atWiiIgIIiIaMWIEjR8/vsQxf/75J2loaBCPx6NZs2ZRamqq+Lnc3Fzy9fUlT09Psre3J47jyMrKit6/f09ERC9evKD27dsTRHtYJFqmCKFQSMOGDSNdXV1asWIFZWZmkq+vL7Vp04bU1NTIx8eHhEJhEV2cnJwIAF2/fr3I9f/2u337NgGgvn370siRIykwMJAEAoHEr5OsfL5OADRz5kxq06YNtW7dmgAQx3EEgNq1a0cqKir09u1b8dhr166Jx+Xn50s177Fjx4jP59POnTvLe0kKzdOnT2nq1Km0b98+ysnJKfJcQUFBsc/d55w8eZKCgoJIKBTS9evXydnZmZSUlAgA/f7779S/f3/xZ2HQoEHi9/7w4cMVvSyFISQkhPT09MjNzU3eqlQJVqxYQc2bNy/xc1vViYuLK/xdMSEp/2bK0gD8eXLjEBLeWSBRO7LiBwIQUBm6lcv6ZHhBpDI87t+/T5qamrRq1SrxtY4dO9LChQu/OiYsLIz4fD5NnTqVoqOjiz2/du1aAkBdunShn376ic6cOUPKysq0evVqIiLy9PSkJk2a0PXr12nt2rXUsGFD8dh9+/aRsrIy3b17t4jMgoIC8vb2JhUVFRo8eDClpaUVeb6kX5rIyEiytrYmAwMDAkBeXl4lvyjlzJkzZ+jatWtUv359AkBaWloEgDp16kRnz56l3NxcCg4OFv+ROXv2bJHxaWlp9OrVK4nny87OpuDgYFJRUaFVq1ZRUlISDR48mBYsWEB+fn509OhRSkpKKu9lKgyenp4EgDQ1NcnU1JQCAgIoNzeXLl++TNra2lS3bl2yt7enOXPmkL+/P0VHR4s/n4WfgZUrV1KdOnWoT58+FBwcTG5ubgSA6tatS9euXRPPJRQKafjw4eTi4iKv5dZI/v33XwJAjx8/pszMzGr9R7es3LhxgwBU6+8EuRgeXi4kDFsoUTuyahAzPAoJCwsjPT09Gjp0KBUUFBAR0T///EMcx1FkZORXx82ePZu6du1KRETr1q2jLl26UP/+/SkoKIiIiMLDw0lFRYXGjBlDr169oqioKPrxxx+pXbt2RES0a9cu0tbWpoiICGrSpAn9/PPPRESUk5NDenp6tHz58q/OHR4eTi1btiQTExO6ceNGqWskEnlwAIjvJgvnq2yys7MpKSmJhEIhxcfHF3u+R48eBIDOnz9fpnkWLVpEAGjAgAEkEAho9uzZpKGhQebm5tSwYUPS0tIiNTU16tKlCzVo0ICmT5/+RX0UmRcvXpCFhQUtWbKk2B+lTp060Zw5cygtLY1mz55NysrKxOfzxa95QEAAzZkzh+zt7alu3boEgCZOnEhERH379hUbmCYmJpSXl0dERBkZGeTv708JCQlF5hIKhdS5c2eaNm1a5SxcgTA1NaU6deoQn8+nDh06UFBQEOXm5spbrUpn3759pK+vX62NL7kYHpuHkjB8kUTtyGonZngQEQUHB5OGhgYNHz5c/OVHRGRvb0/Dhw//4hihUEgXL16kunXrkpeXF8XFxZGysjI5OjrS2LFjic/n0+LFiyk6OpocHBxIQ0OjyBZDody8vDzq0KEDASBLS0v68OEDEYnu7AHQ1atXS9Q9MzOTxowZQ3w+n5ycnEo1QC5fvkw8Ho+sra3FbuyqhlAoFL9OZf3y8/LyEstq1KgRqaqqko+Pj/j5goICCggIoIULF9LWrVvJ0tKStLW16enTp2JdFJnU1FTq2LEj6enpkbKyMrVv354CAgLEr0ujRo1o9+7d4v5v374lW1tbUlVVFb+GheTl5REAmjRpEhERLV++nNq2bUsBAQGUmJhYqi4BAQGkrKz8Rc8iQ3KysrJozZo15OLiIn6PNmzYQPXr1ydfX1/66aefSElJidTU1Oi7776jkydPKszvga+vL5mYmMhbjTIhF8NjyzASRiyWqB1ZM5gZHjt37iQ+n0/z588vcsYhOjqaANCtW7eKjYmKiiIjIyMCQFOmTKH8/Hxydnamrl27imVs2rSJTExMyMHBgQBQ48aNaciQIeJ9bHd3d3Hf+Ph4WrJkSRH33vHjxwkAPXz48Ku6f86pU6fo+++/JwBkZ2dHGzZs+OqXRadOncjDw4P27dtH586dk0h+ZTJ+/HgCQL179y4XedevX6fAwEDauHEj+fr6lniWJT8/n2xtbcV35xMmTCgXHaorq1atIj09PXrx4gU9ffqUpk+fTioqKjRkyBAKDQ0lFxcXGjBggLj/Tz/9RDo6OqSmplbMm/bgwQMCIN4qCwsLIwB08OBBunr1Kn38+PGLOggEAjp48CBpaWnRokWLKm6xNZy8vDzasWMHGRoakr6+Puno6JCDg4P4+c9/L1JSUujkyZPk6upKSkpKNHPmTHmoXOmcP3+eatWqJfZ6V0fkYnh4jyBh5FKJ2pG1zoppeHz8+JGWLVtGFhYWxOfzadeuXcXevF9++YXMzMy++Md78uTJ1KZNG4qJiSEioidPnhTzThw6dIgaNGhAJ0+eJHNzc7KzsxM/d/nyZapTpw6NGzeu2Ac8Pz+fpk2bRhzH0dKlS4vNXRphYWE0bdo0UlZWJi8vLzp06BDt2rWryLkIAwMDOnDggNSyK4O8vDzxAVN5uXqTkpKKeKiysrLkooe8efjwISkpKRU74xQeHk6NGjUSG9Qcx9Hz58+JiKhJkyY0adIkateuHc2fP7/IuISEBFJVVaUZM2YQkcib5OTkRJqamgSANDQ0qGfPnmRiYkJDhw6lwMBA8vT0JFNTU1JTU6PFixdX6z8I8iQpKYmsra1JU1OTli9fTh8+fKAzZ84Qj8ejgwcPljj26NGjpKysrBC/BxEREQRAIg9cVUUuhse2kSR8tEyidmT9EMUzPIRCIU2cOJF0dXXpt99+o0ePHhV74/Ly8khfX5+2bt36xTfW29ubjI2NxUZJcHAwKSkpFTFS/P39SUtLi5KSkmjdunXUrFmzIjJu3rxJWlpatGXLliLXt2zZQlpaWvT3339/cW5J2bJlCykrK5OGhgYZGhoSj8ejfv360cWLF7/qyWGIEAgEYqOjVq1aUkfQ1BQOHDhAmpqaX/xjn5WVRcHBweLzHP/88w8REW3cuJF0dHTIzs6ORo4cWWzc3LlzyczMrNj1jIwMOnz4MHl4eNDWrVupf//+pKKiQq1ataJVq1YVO+/BkI5NmzaRuro6JScnF7k+YMAAsrCwKHFsRkYG8fn8Mn8nVXVCQkLIzMyM9PT0KiXCr6KQi+Hh40rCx8slakc2uCie4bFkyRJSVlamy5cvf/WNCwwMJBUVlSJhsZ8THx9PPB6PLl68SESirRcA9PLlS3GfpKQkatasmfgP2LJly4rJGTx4ME2ePFn8ODMzkxo0aPDFvrKQnJxMqampJBQK6d9//6V+/fqJ9cnIyCiXOWoi6enppKKiIo62UVQKPXlz5879ap9Lly7Rzp07xV/UWVlZ1KhRIzI2NiY+n0937twp0n/o0KE0ZsyYCtWbURwvLy9q27Yt5efnU0ZGBh07doxsbW0JAAUEBJQ6vn379rR48eKKV1ROXL58mVRVVWncuHHV/nC5XAyPHaNIGL1SonZk49BqZXiUOePTunXrsHz5cpw4cQK2trbFnicinD9/Hj///DNGjRr11QyJjRs3xrBhwzBlyhRcvXoVTZs2hbq6Oq5evYqhQ4cCAHR1dfHw4UPcu3cPb9++xXfffVdMjoGBAV6/fi1+HBAQgNzcXHh4eJR1qSAiPH36FP/++y8AUQ2Z69evi59///49S8L0FTQ1NZGTk4Nly5Zh0aJFmDx5MtasWVPjX6+1a9dCTU1NXKsiNDQUAEosF969e3d0795d/FhdXR1HjhyBg4MDBAIBevbsiV27dqFNmzaIjIzEuXPnsGHDhopdCKMYVlZW4sJvRARlZWWMGjUK3t7eMDMzK3Hs06dP8eDBA8ydO7eStK1YPn78iBcvXiAmJgYfP37E8+fP4enpifHjx2Pr1q3gOA5//fUXTp48iYYNG6Jbt26wsbEplvSR8RmcFAnEpKwnJndksMRM8MnjsXXrVuLz+XT06NEi1mGhN8Dd3Z2MjIyIz+fT6NGjKT09vUSr8v3792RmZkbW1tYkEAjIxcWFRo8eXeKY/+Ln50caGhpi9+f69etLdXtKyoIFC4ol6xowYAA1aNCAAJCfn1+5zFOTKczBAqDKnokpTwrXGhUVRUREFy9eJD6fT5mZmVLL+vvvv8Veo8JWt25d6t+//1cPkTIqFnd3dwJAPB6PeDwejRs3rshZhidPntDKlSvJwcGBVq9eTVlZWVRQUEA9evQgOzu7GhHZcuDAgWLfiwDIw8OjyPbKxIkTCQAZGxsTj8ej9u3bk7m5OTk5OZXoLa8KyMXj4etGwtg1ErUjm4dXK4+HzGbSrl27MGPGDOzduxdDhgwRX79//z66d+8OOzs7xMbG4pdffkF8fDwOHDgATU3NEmVqaWlh+/btuHr1Kn777Te0bt0ajx49KnwjJGLYsGHQ09PDtm3bAAAtWrRAVFRUmWuJpKamitOYBwcHw9vbGx06dMCpU6fQsWNHhIeHY+TIkWWaQxGIjo4W//z8+XM5alI5jBkzBgBgZmaG1NRUdOnSBRzH4fLly1LLsre3x4ULF8Spz6dPn460tDT8+eefUFVVLU+1GRKSmpqK8ePHIzk5GUFBQbh9+zbatGmDDRs2wMHBAS1btoSfnx9MTU3h5eWFBg0aoFOnTrhz5w727NlTKcUuK5L09HS4ubkBAIyMjIo89/fff+PZs2fixy4uLgCARYsWIS4uDrq6uqhXrx7y8vLQvXt32Nra4sWLF8jPzxePISJcvXoVR44cQUZGRiWsqArBSVggjseTOmW63JHBEjMBQHw+v8g+ZmpqKk2ZMoV4PB59//339OTJE8nNyc9ITU0lOzs7AkCjR48mFRUVcnBwkOow4uzZs8nGxoaIRIcax4wZQ7q6umU6g5GRkSG25D+nME07QzL2799Pbm5uZGdnV+I5h5qCn58fqampEQA6deoUERENGjSIBg8eLJUcoVBIR48eFYcu9+jRg53rqAKMHDmySPmHvLw8Wr58Oamrq5ODgwPdunVL7NXIzMwkf39/mjlzpvgsW3VGKBRSly5dCADNmDGjyHm3S5cuUc+ePalWrVpkaWlJhoaGBIDs7e3p3bt3xWQVnun7vI0bN46+/fZbcURe9+7dSSgU0p07dyr9YLRcPB57xpHw+QaJ2pGtrtXK4yGz4eHr6yt+Uy5evEg6OjrUrFkzOnPmjDTv51fZsWMH8fl8un37NvF4PLp06ZLEYwcOHEh9+vQRP87Ozqa6deuW2bX/JcODITkPHz4Ufz4Kv6Ru3rwpZ60qlsK8GgBo+/btRETifDX/TctfEj4+PgSI6u7069ePlJSUiqW+Z1Q+Y8aMoVGjRhW7XhO2UErjw4cPhE8lGlasWEEaGhp048YN4jiOLl26REKhkM6cOUNr1qwhPz+/L0Y7fs5/DY9evXrR5MmTKSoqii5dukQAyNTUVPz8+PHjKy0UXD6Gx3gSvvCSqB3xHlWtDA+Z/TO9evUCACQmJqJ///4YMWIEIiMjxZVLy0qrVq0gEAigqakJIoKSkpLEY0NDQ+Hq6ip+rKamBgsLC9y9e7dMOrVt2xaAyL3IkJ4dO3bgu+++Q1BQEMaPHw8AiI+Pl69SFYyurq7454YNGwIQfX4MDQ1L3HosdDdnZWVh0qRJmDJlCnx9fXH79m0kJydj3LhxcHBwqFjlGSWSnZ2Nhw8fQl1dvdhz1X0LRRI0NDSwatUqpKenY8GCBZgxYwb8/PxAJDpoy3Ec+vXrh7lz58LV1RWtW7cuUV5oaCiePXuGsLAwnDx5EhcuXMC2bdvQqlUrdO/eHdevX4eHhwdu3bqFCxcu4Pfff5e4ona1hMcH+LUka7xqdkhXBkvMBJ+F0y5fvpyaNm1a7pbnuXPnSElJiaZOnUodOnSQ6g7C1NS0iEcmJiamSKiurAQHB1Pt2rWrdSIcefLs2TPx3cqSJUuIx+NV68JRknLmzBkKCwsTP96/fz/x+Xw6dOjQF/uvX7+elJSUaOzYsWRhYUHGxsbinB6MqkF0dDSZmZmRkZGRuOq2IgIUP1R64sSJSpnbw8ODunTpUilzycXjsd+dhAnbJGpHfMYqhscDEN2V+fn5wdXVtdzDogwMDJCfn499+/Zh+PDhUt1BaGlpFfFKXLx4EUZGRrC3ty+TTn379kVmZib09fXLJEdRMTU1FXuulixZAktLyyIegZpKv379YGlpKX7s5uaGNWvWwM3NDWZmZnj48GGR/jExMVBRUUFCQgIaNmyIGzduwM7OrpK1ZnyJjIwMLF++HO3bt4ehoSHCwsLQrl07easld4RCofiA86BBgyplzsGDB+PGjRt49+5dpcxX6XCc6NCoRK16edhkNjzevHmDgQMHIjk5GZMmTSpPnQCItjXatm2LrKwszJo1CyEhIRKPNTAwQFhYWKHliPT0dOjq6iqE+7Oqs2DBAvHPs2fPlqMm8mXWrFl48OABjI2N0bdvX7x69Ur8XIsWLdCkSROcPXsWp0+fhqGhoRw1ZRSSkJAAW1tb+Pr6wtPTE8HBwdDR0ZG3WlUCjuNw5syZL+ZWqiisrKzQrFkz9O7dG4mJiZU2b6VRmMejBka1yKytg4MD0tLSEBoaWiEeAB6Ph9OnT6NNmzYAgOPHj0s81sPDA8ePH8eIESPw999/Q01NDc+fP8ebN2/KXU+GdCxevBhXr14FoBj74CXRunVrHDt2DCYmJjA3N0fv3r3x448/4p9//kFBQYG81WN8xuPHj/Htt9+idu3aCAsLw8yZM8Grbkmbypnk5GQAEH//29vb4/Tp05U2f0ZGBurVq4fw8HBERkZW2ryVhsTeDuk8HhzH7ec4Lo/juMzPWtcKXEkxZP7NMTY2RmhoaKkHhspC48aNERkZidevX8Pb21vicb1798bFixfx7t07ODo6Yv/+/dDR0SmSb4QhP6ysrKCuri7VgeGaipqaGs6dO4e1a9eiQ4cOyMjIwP379yvEi6gIrFy5ElZWVtixY0eZZeXm5iIuLg5nz56FtbU1zM3NcfHiRdSvX78cNK3+9O3bFwCwZ8+eSp/75MmTaNeuHfLz83H79m1xsEONomK3WnyISOOzdr30IeWHzCnTo6OjMXz4cAQEBFSo5c9xHBo0aCD1OBsbG1y4cAEvXryAnZ0dVFRUyhzVwigfvL29QUTo3bu3vFWpEqipqYmjfEoiLS0NBQUFCnEuRlYEAgHu3buH5cuXw93dXWY59+7dQ//+/ZGQkAAAmDhxIry9vVGrVpmrTNQIcnNzxd+n5RXJKAkfPnyAh4cH9u3bh3nz5mHx4sVQVlautPkrF2m2UKqX901mbU+ePImTJ0/i1KlT5alPhVC/fn08fvwYFhYW8lZF4Tl//jx++eUX+Pr61vg6LeVFbm4upk6dCkNDQ5iamoprBTGKs2DBAly8eLFIDSVpEQqFmDVrFtq1a4fY2Fi8e/cOO3bsYEbHZxRmgt6yZUulbZnGx8fD0tIS//zzDy5fvowVK1bUYKMDsng82nIcR5+1JSVIH81xXCrHcQ85jpvFcZIfEuE4rgfHcb4cx/356XEHjuN6SLM0mX+T2rRpg3HjxmHKlCm4c+cO1NXV0aVLlzJHjpSVmJgYvHr1CqmpqYiIiMD69evFHpPKtMwZxYmKisLQoUMxa9Ysll5eCg4fPgw/Pz8cPnwYe/fuxZYtW4oUkWP8Hx6Ph549e8o8/u3btxgyZAgiIiJw8+ZNNGnSpBy1qzkcOHAAAODs7FxhcxARbt26BQsLC6SkpKBHjx4wNTVFUFCQYty0SFMkTmR4RBJRWwl6bwEwB0AqgI4AjgIQAvAqfRruRwBLAOwH4PLpcj4ATwDFq8R+hTKZ8OvWrYO2tjZCQ0ORlZWFhQsX4uDBg0WSd1UmoaGhsLe3R35+PrS0tGBkZIS+ffvi7t27aNOmDWbOnCkXvRQdgUCATZs24bfffoODgwNWrVolb5WqFbVr10Z+fj5sbW2RmpqK+fPng4hw/Phx7Ny5E0QEGxsbjB8/vli9jJoGESE8PByhoaG4du0aYmJikJSUhOTkZNSrVw+tW7eGg4MDpkyZ8sXEXqUxf/58vHv3DmFhYTA1Na2AFdQM5syZA1dX1wqNuPLz84ObmxssLCxQp04d6Orq4tSpU6hdu3aFzVmV4DgeOE6yNBVSOCxARGGfPbzBcdxqAKMhgeEBYC4AByJ6xHHclE/XHgGQ7rCnDIlNTPCpjsp/kxpt3LiRVFRUKDo6+uuZWCqIGzdukJaWFrm7u1N+fj7l5+fTvHnziMfjkbu7O6Wmpla6TgxRjZtu3bqRpqYm7dq1q0i1SoZk5OfnU4sWLcjJyYk6depE5ubmNHr0aKpVqxZNmjSJ5syZQ23atCFlZWWaMmUKvXr1St4qVwiXLl0iGxsbAkBNmzalUaNG0erVq2nfvn30559/0r59+2jWrFlkYGBAJiYmRZK2ScKxY8eIx+NRSEhIBa2AIQ2F9V0Km6z1v8oDeSQQOxUwhyg9QKLmv2e6zAnEALgDuCFh35TPfk799H8tAMlSzSmDkiYAyMbGhng8Hv3www/iD4RQKCRzc3NauHChbO+ujOTm5pKRkRGNHj2aCgoKKDMzk/r3709169YVF+ZiVC7p6em0c+dOatu2LTVv3pyeP38ub5WqNdeuXSNjY2PS19en0aNHk5GRUZH6RQKBgI4fP07t2rWjOnXq0O+//y5HbcuX5ORkcnV1JY7jaMSIEfT48eMS+2dkZNDw4cOpdu3aEmcrTkxMJA0NDVq2bFl5qMwoB5YsWSI2Or799lu56iIXw+P3uUQZRyVq/ntnSGx4QLRFogmAA9ABQDyAORKODQEwmIoaHk4Azkm1PhleEBN8Spl+7949sra2Fhf0CQkJodWrV1PTpk0rtUjS5s2bCQCNHDmSdu3aRYsXL6aGDRtSVFRUpenA+D9Xr14lY2Nj0tHRoWnTplV6JcmqTLdu3UhLS4uuXLki9djc3FzKysoiR0dHmjNnzhf7CAQC+u2330hZWZmePn1aVnXlzvHjx0lHR4e++eYbun79usTjhEIhTZs2jerVq0fJycml9t+2bRs1atSIeeSqEIVF5gCQn5+fXHWRj+Exj+jDHxI1/30zpTE8LgN4DyATwJNP2yc8CcdaAXgH4DiAHABHACQCMJdmfWWKwbGwsMCVK1dw8+ZNGBgYwN7eHqqqqnj27BkiIiLKIloihEIhNm7ciBkzZgAATp8+jWnTpuHu3bv44Ycf0KpVqwrXgfF/QkNDYW1tDWtra/Ts2RPPnz/HDz/8gBMnTiAuLk7e6lUJatWqhfT0dNja2mLlypWFv8wSoaysDHV1dfD5/K+O4/F4WLp0KSwtLbFmzZryUrvSyc7OxsSJEzFkyBBMmjQJYWFh6NKli8TjOY7Dhg0bQEQlRt6Fh4fD09MT4eHhMDc3V/ikYFUJjuOgoaEBHo+H77//Xt7qVD68islcSkTdiKguifJ3tCSitUQklHBsGIC2AK4D2A3gPgArIrov1dKk6fwlOI5Dp06d4OfnBwsLC6SlpaFZs2a4dOlSWUWXCBGhc+fOmDVrFgDAy8sLDg4OaNeuHf7991/Y2NhU6PyM/5ObmwtfX184OTmhQYMGuHfvHvbu3Qs1NTU4Oztj6tSpaNasGVxcXPD06VN5qytXzp8/j8mTJwMQhX5u3bpVahkCgaDEEMacnBz07NkT+/btw/v372XWVZ78+OOPCA4OxqVLl+Dp6SlT2KSSxkxHYgAAIABJREFUkhLGjBmDpUuXfjWl9qlTp7B48WKcOHGCJbSrghRWaVaIKJZiVM1aLUSUSETriWgqEa0hogRpZZSbeZ+QkIAHDx7A1tYWdnZ2FW54LF68GHfu3IGmpiZu374NDQ0NBAUFYfDgwfj48SP69OlTofMz/k9QUBB++uknDBs2DIcOHYKFhQUCAwPB4/GQlpaG6OhoXLhwAYmJiTA3N1fo1PV8Ph9bt27FokWLAEDqnBzp6ek4d+4cvL298eOPP2LRokUIDAzE3r17MW/ePPTv3x9169bFypUr8cMPP1RIBMBnbtcK4cCBA/j9999x4MAB2NpKHKH3RZYvXw4tLS2sWLECAJCXl4c//vgDAwcOhK2tLfLy8gAAKSkp4hTgjKqDnp4ehEIhXr9+LW9VKh9pUqajcgwPjuNqcRz3G8dx0RzHZX36fxHHcVJZ7eWWEefUqVMwNDREjx498OrVK8ybN6+8RH+RZcuWARBlczx69Cjc3d3h7e2Nu3fvws7ODnXr1q3Q+RkicnJycPz4cVhYWGDLli3i6wKBAACwfv16NG/eHM2bN4eamhq+/fZbZGdny0vdKkHhdoi5ubm4FpEkXLx4UZyLxsjICNnZ2QgJCcH69evFoaQNGzZEYGAgOnXqVC4FzD58+IBDhw7h9OnTePToEV6/fo38/HzUqVMHtra2+O2336TaAikJIsK0adOwc+dOrF+/Hj16SJWT6Iuoq6vjl19+wdixYxEVFYXw8HBkZ2fD2dkZSkpK2Lhxo7jvvXv3kJiYCAMDgzLPyygfvvnmG6irq+P27ds1PlS8GIUJxCTtWzlsBvAtgIUAngNoDGAeAH0AU0oYVxQZDr2Y4NPh0s/59ddfqWfPnkQkOlwIgP7+++8SD+yUhaSkJEpLS6MFCxYQj8ej9evXU0pKCqmrq1NAQECFzcsQ8ebNG3JzcyMDAwMyMDCga9euFXk+Ly+PBg4cSCYmJvT69WuKjIykli1b0nfffScnjas/vXv3JgDUpEkTysnJEV+viIPcr1+/pkmTJpGGhgbp6OjQpEmTaOfOnXT27FkKCQmhY8eOkbOzM/F4PDp27Fi5zLllyxZSVlamy5cvl4u8QoRCIR07doxmzpxJ+/bto7S0NCIiKigooFGjRhGPxxNHTxgZGbFD6VWI9PR0AkA3b96Uqx5yOVx6YjFRXrBEzd/vF5nDaaXUKxmAwX+uNQDwTho55ebxePnypTiZTGpqKgCgXr165SW+GOHh4RgxYgTy8/MREBAAJycn/PTTT6hXrx6cnJwqbF4GEBcXh969e6NOnTpYunQpmjRpghUrVqBFixaYNWsWpk+fjhYtWmDPnj1wdHSEqakp8vPz0atXL+zfv1/e6ldbdu/ejQMHDmD8+PFQUVERX5c2ZbVAIMCDBw9w69YtvH79GsrKyoiMjET79u0xe/ZsFBQUwNHRETweDzt27ICzs3OR+QoZPHgwvvvuO+zevbvMGSzv3bsHDw8P+Pr6lnl75b9wHAdnZ+diOvL5fBw4cAAmJiZYvnw5iAgvX77EN998g/Pnz5cpAyqjfIiJiQEANG/eXM6ayIGq6fHIBJD1n2tZAD5IJUUGi8cE//F4ZGVlkba2Nu3atYs+fPhAxsbG5OHhIZVFKS2WlpbUpEkTAkBqampkaGhIWlpaxe68GeVLZGQkNWjQgHr27EkZGRkUFhZGKioq1KdPH2ratGmRhD+3b9+mgoIC+uOPP2jcuHGUlJQkb/UVjvz8fPrrr79o8+bNNHz4cDI2NiY1NTUCQMbGxmRra0uWlpakrq5OAKh79+7i96+kfBkZGRk0ZMgQUlJSokOHDpVJR4FAQF26dKFBgwaVSU5ZWLhwYZHPLoAam4itOhEQEED16tWTtxry8XgELiUqOC9R8z/8a2V5PH4EcBpAewC6EOUBOQVgPES5QTQBaJYmp8weDyLC9OnToaysjBEjRmD9+vUQCoXw9PQsq+gSef36NZKSktCrVy+4u7sjJSUFAwYMYPuz5UxSUhLu3LmD5s2b4/r16/Dw8ED37t3h7+8PFRUVzJw5E/369cPx48eRm5uL7du34+eff8b69evRoUMHAKJKwc7OznB0dISLi0spM1Y8RFRpha0qGqFQiLi4OMTHx6N9+/aoW7cuiAh37tzBoUOH4O/vj/fv36NJkybo0KEDFixYAENDQ1hZWeHKlSv4448/8Pz5c/G5m/j4eLHsku4yp06dips3b2L37t0wMDDA3bt3YWpqikWLFkFHRweTJk1CcHAwBAIB9PX10atXL6iqqhaTk5ubi3nz5uH+/fsICAgo99dHUpYtW4ZOnTrhr7/+wpEjR5Ceno6zZ89KVDWYUXHEx8crbr0cTpow2UoLA9/16f9+EBlihV+k/T89x326XnKudxksHhN85vFYsWIFKSsr07Vr1yg9PZ3q1atH27Ztk82slAI/Pz9ydnamN2/eVPhcikpiYiIZGxuL7wC1tLTo559/pvz8fHGfVq1aUatWrWjkyJFUp04d+vXXX2n06NHUtGlTevHiBRGJzoMAIFVVVXktRczSpUtJWVlZpgReVREnJyfx+6OhoUGtWrUiIyMjwqfswjt27KCUlJRi47Zv307Kyspkampa5C5/3Lhx4p9L4ptvvhH34zhO/H+tWrXEP+vo6JCpqSmpqqqSgYEB+fr6UkFBgVhGVlYW9e7dm/T09OjMmTPl/trIyp9//kkAaPz48fJWReGZN28eWVtby1sN+Xg8Ti4nEoZI1PyPLKwsj0djSVppcsrk8SgMCzx69Ci6du2K6dOnQ1NTE2PHji2LWIlwdXWVWzE6RSA3NxeDBg2Cnp4eHj58iLdv38LIyKhYPoWjR49iy5Yt2L17NwDRWZ/t27fju+++Q7t27eDi4oLo6GgAogiYjIwMaGpqVvp6PicvLw8JCVKHnldJCl/LdevWwdjYGCkpKeDxeHBwcPjqnaJQKMSRI0egpaWF+Ph4jB49GmFhYYiMjMTevXslmnf9+vW4e/cu3Nzc0KhRI0RFRSE0NBSNGzeGo6MjjIyM8OTJE6iqquLDhw/YvHkzJkyYgFOnTuHUqVN49+4dXFxcEBsbi+vXr1epgmyFkUN79uzBtm3bvni+hVE5PHz4EMbGxvJWQy4QJ2qS9q0kdInoTpmlyGDxmACgdevWEY/Ho0GDBlGrVq3Ed05nz54tg13JkDcBAQHUtWtXatGiBRkaGn51n/vChQu0cuVKunDhArVs2ZIaNmxIPj4+lJWVRUSiqJZt27bR4MGDadKkSRQcHEw8Hq9Y7YwPHz6Qj48P7d69m0JDQyVKby0rjx8/pj59+lCtWrVo4MCB9OzZswqbq7IQCAS0adMm4vF4dPfuXYnGTJs2Teyt8PT0JCKigwcPEp/PF19v0aKFTPoMGzaMABTzKGVkZIhl6+jokIqKCn3zzTcUHx8v0zwVjbu7OwEoUg+HUfmsW7eOmjVrJm815OLxCDq5jATCixK1w0cWVJbHIxXAAwA/fzJCZJIjs8djzpw5AET5O6ZPnw6O42BkZARHR0dZRTLkTHh4ONzc3ODq6go9PT2MHTsWDRs2LPL8kydP8ODBA2zatAkAkJWVhVGjRmHLli1FcqcoKSlh8uTJ4iydKSkpUFFRwZs3b+Dp6YmEhAQUFBTg9OnTEAqFUFVVxcuXLwEAJiYmGDt2LMaNG4dGjRqVeV3v3r2Dk5MTrly5gu7du8PPzw/bt2+HmZkZNm7ciAkTJiAtLQ1paWnQ19fH1q1boa+vDwsLC5ibm4PPl6w0tTzg8XiYOHEiZs6cCR8fH7HnqSRGjhyJS5cuwd7eHgsWLAAg8iD6+Pjgxo0bAABra2uZ9CnM3/LfzMEaGhr4/fffkZeXJ0793rt37yrrTcjJyQEANGjQQM6aKDZpaWmKl7/jE0RCCCXLZA4JM56XB4YQFYVzA7Cc47hzAPYBOENEAomlyGDxmODTfr2+vj7duXNHNhOSUaVIT0+nZs2akbKyMllbW1OHDh2oe/futHLlStq9ezd16tSJAJC6ujpZW1vT8uXLKSsrS2IPxYQJE4rkShg6dCgNGzaM1q5dK/aSZGZmUlhYGK1Zs4aaNWtGAEhTU5MaN25MlpaW5OrqSvfu3ZN6bb6+vgSABg4cSG/fviUikafAy8uLVFVVSU9PjzQ0NAgAeXt7EwBq2LAhAaDmzZtX2SJ3+fn5dPbsWerevTs1aNBA5vNOAQEBxOfzicfjUWBgIGlra9P+/ftlkiUUCikvL0+msVWJ+Ph4unDhgrzVUHisrKzIzc1N3mrIxeNxImgJ5QnOStT8Ds+rFI/Hf3RsAFHysGiICsWtB9BMkrEyezxycnJw8eJFtG/fXlYRjCpCQUEBxo0bJ46ZNzMzg4mJCd69e4dDhw7hzZs3GDFiBFauXAl7e/siESHq6uoSzREbGwtAlNslIiLii5lla9euDUtLS1haWmLOnDm4ffs2Xr9+jbS0NERGRsLLywuHDh3CixcvpLoLiouLg52dHYKCgsTXeDweZs6cCRUVFUyePBktWrRAdHQ0Fi9ejDFjxmDfvn14/fo1HB0d0bFjRwQEBODbb7+tMkXEvL294enpibS0NPTr1w9Xr16VOaJLT08PAoEAO3bswLZt26CpqYmhQ4fKJIvjuBpR86Rx48Zo3LixvNVQeHJycqqsV6yiISLJPR6ouBIGJdAMQEuIspbeAaAN4C7HcauJaFWJI2WwckzwyeORmJgoo/3IqCrExsYWyd3g4uJSIfNcvnxZPMfu3bulHj9hwgSqXbs22djYSJ0PxNfXlwwMDL6Y4TMnJ4diY2MpNTWVunbtShzH0cuXL8XPJycni/Vu3759lfB+JCcnE5/Pp8WLF9O7d+/KLC8/P5/q1KlDPB6P2rRpUyPOvjBqBuPHjydHR0d5qyEXj8cfgb/Rx4LTErUDh+dUZlTLIgDPIEqZ7gmgyWfPNwWQXpocmW/fjI2NxYWuGNWTnJwcmJqaiguVrVixAocOHaqQuUxMTAAALVu2lOlu+vHjx/Dw8MCVK1egq6sr1dhevXrh7du3uHLlSrHnVFRU0KRJE2hrayM0NBRpaWlFzpXo6Ojg5cuXuHfvHqKjo9GhQwd8+CBdkr7y5syZM9DS0sLChQshEAhw9uxZZGX9N5mg5NSqVQvnz5/H8uXLce3atSoVYcJQXF69eoWDBw/Czc1N3qrIBSEJIBAWSNSEwko74/EYQFuI6rKYENEiIoorfJKIngHwL02IzIaHUCjErl27cO3aNVlFMOSMqqoq7t69i5CQELx//x7z58+vMDd5XJzos7l06VJoaGhIPd7IyAhnz54tUub9w4cPEv3CmZiYoGPHjqUayjweD1paWsWuN2rUCBYWFpg/fz4SEhKQkpIitf7lSXp6OtTV1TF69Gjo6+ujb9++OHr0aJlkdunSBb/++usX189gyIOQkBBoa2tj2LBh8lZFLhAIQgn/VeJWS0siciGis/TJxQEAHMeJ79aIyL00ITIbHoVfvnZ2dkhMTJRVDEPOWFlZoUePHhX+B2fPnj0AgK5du8o0ftWqVcjOzoa1tTXOnz+Pn3/+GZqamujdu7dEHoj379+jZcuWMs0NAPn5+di5cydatmwp973/4cOH4927d/D3F91YdOjQgeW0YdRIlJWVa0yWYWkRbUsIJWuoNI9H5FeuR0gjRGbDIzg4GBYWFsjPz8f3338vqxiGApCWloaDBw8CgMzJgIyNjREaGgozMzP069dPLC8kJAShoaGF+4vIz89HXl4eAMDf3x8jRozAkSNHEB0djZ9++knmNTx58gTx8fF48uQJpk+fjs+M/UpHV1cXp06dwpUrV2BjYwNHR8cacaCTwSgkOzsbQUFBqFWr3OqYVjuEEIXTStIq8fuomBXIcZwqIJ3LRWbDw8DAALdv34anpydGjRolqxiGAlBYs+XPP/8skxxtbW34+/sjNja2SARHv379YGpqCktLSygrK0NFRQWzZ8/GihUr4O/vj5EjR6Jz586wtLSUee62bdvi3bt3+Ouvv+Dt7Y27d++WaS1lpXfv3sjIyEBoaCjOnDmD3NxcuerDYJQnkZGRCAwMxObNm+WtihwRbbZI1mQzPDiOU+M4LobjuPel9LvHcVwYAFWO48I+bwDiAFyWZt4ymZO1atXCb7/9VhYRDAWgMJS2V69e5SLP2NgYt27dwq1bt6CkpARVVVX8888/+PDhA7y8vBATE4Np06aJk0BdvnwZnTt3LnMobP369REbGwuO41C7du3yWEqZaN++PZYsWYK1a9fi9OnTGDx4sLxVYjDKhfbt28PQ0FCcVFAREVZOAjFPAK8A6JTSbxNE3o7tAD63BoUQ5fD4R5pJFdePxag0Bg0ahMDAQDRs2BAJCQnlEpevrq4OOzs78ePP88nY2dnB1dUVb9++hZ6eHtTU1Mo8n1AoxLZt2zBnzhxs2rQJrVu3LrPMsqKvr4/Fixfj/v37OHLkCJycnBR2P5xRs+Dz+Rg0aBBOnTqFKVOmyFsdOSEEQdJkoNIbHhzHWUFUZfZnAL+X1JeIDnwaowPgLhFFchxnDsAPQD5EmUy/dv6jGFUjGxKjRrNr1y6MGjWqWPKxikRVVRWNGzcuF6MDAKKjozF9+nTk5uZixowZ4lTwVQEPDw/89ddfcHd3l+vZEwajPLG3t8fVq1dRUFAgb1XkgvBTAjGJmmirpS3HcfRZW/I12RzH1QLgC1FYrDT7tJMBvP308xoAZwGcBLBVmrUxw4NR4ejo6ODgwYM4duxYseq2VZ2XL1+ic+fOSEhIwPXr1xEUFISjR49ix44dCAkJkYtORISAgAB07doVfn5+sLGxgYeHB3bt2oWTJ0/KRScGozyJj4/H4cOHkZWVheTkZHmrIyckj2qB6IYjkoi4z9qSEoTPAhBBRJekVEqHiJI/HSjtCuA3ACsAmEsjhBkeDEYJZGRk4NatW+jZsydOnz6Nnj17YsiQIfj+++9x+PDhStXlzZs3+P3339GxY0cMHz4csbGxmDBhAtq1a4c1a9Zg1KhR6NixY6XqxGBUBEFBQQgMDISmpmaVLtJYkUiaw6Pwn6RwHNcUIk/HbBnUSuM4rjmAvhBtueQCUIKUtgQzPBiMEvjmm2/EYbgrVqxAx44dERcXBwsLCzx+/FgiGUSEJ0+eyKxDZmYmpkyZgkaNGmHYsGG4e/cu/Pz88OjRI1y6dAmGhob4448/cPDgwSLVhBmM6oq7uzssLS2RkZGBqKgoeasjF6TJ4wHptlhtAegCeMhxXCKAEwA0OY5L5DiuUyljNwMIB3AIgM+nazYApHqT2OFSBqMUduzYAY7jsGfPHuTm5qJLly5QUVFBt27dJBp/4MABjB07Fv/++2+pY27evIl58+YhLCwMRkZGsLe3R35+Pnbs2FGkn76+PmrXro0uXbrgwoULMq+NwaiKqKqqYunSpRgwYAC0tbXlrY5cICmiWoTShdP+DtHZjEK+hai0vQWAEtMyE9FGjuP+BCAgothPl18AmCCNAszjwWCUAsdx2Lp1K7p37446depgwoQJ6NixI9auXSvR+MIaMR4eHsjMzPxqv1evXqF///6oW7cu9u7dizFjxiAyMhK7du2CsrIymjZtigEDBgAAHBwcsG3btrIvjsGoopiZmQGA3GsjyQuSIo+HNFEtRPSRiBILG4BU0WVKJKJ8CcY//czoABFFE5HEES0AMzwYDIlQUlLCoUOH8ObNG+Tm5uLEiRPo1Kk0r6SIsLAwTJ06FRkZGejXr98XjY8rV66gVatWaNq0KY4cOYLBgwdj9uzZCAkJwdu3b7FlyxZkZ2cjOTlZXNRu+vTp5b1MBqPKUFiK48aNG3LWRD4QpIhqKUM0GxFdIqK65ah6qTDDg8GQEAMDAxw4cADr168HALx+/VqibY6YmBj07NkT//zzDxISEtC1a1dERv7/BkEgEGD69OkYMmQIrl69WiwEWEdHBxMnTsSNGzdQp04dxMXFIS0tDfn5pd6cMBjVls6dO2Po0KHYvXu3vFWRC5JnLRVCyozlcocZHgyGFPTt2xfjxo0TPy6tKqxQKERmZia0tbXRqFEj3Lp1C40bN0a7du3Qtm1b9O/fHwYGBoiMjMS0adNKPMFvbGyMs2fPIjQ0FEePHoW6unq5rYvBqIr07t27xO3JmgxJk8ejmuXvYYdLGQwpsbe3x969e7F69WrMnl1yRFph2nZVVVUAQL169fDnn3/i3r17uHTpEuLi4uDk5ITvvvsO+vr6pc7NcRysra3LvggGoxrQuHFjvHr1Cnl5edUuB1BZEUesSESlVactF5jhwWBIiaOjI+zt7fHrr7+ib9++4kNwX6Iw6+LnVTY5joOVlRWsrKwqXFcGozqTmZkJHo+nkNWXRUdLKySqRe6wrRYGQ0p0dHTw999/Y+DAgXB1dRV7Nb6Euro6eDweYmJiKlFDBqNmcPz4cXTo0EEhaxBVYB4PucMMDwZDRnx9ffH27VusWrXqq32ysrIgFArLXBmXwVBEtLS00KBBA3mrIRdEUS2St+oE+zZkMGRER0cHmzdvxqpVq/Do0aMv9rlz5w74fD769+9fydoxGNUfPT09ha3VIvnBUiGIbbUwGIrD0KFD0atXL4wYMUKcKOxzYmJiYGJiUm5VchkMRaKgoEDhDpUWQgSJvR3VrSo1MzwYjDLAcRx8fX1hamoKOzs77NmzB6GhofDxEZUxeP78ORo3bixnLRmM6klubq7CGh6SZ/Ggane4lEW1MBhlpGHDhjhx4gR27tyJCRMmiO8+unXrhpCQEBb+ymDIiCIbHoVnPCTrW71gHg8Go5yYOHEiHj16hDVr1kBTUxPff/897ty5gx9//FHeqjEY1ZLw8HA0adJE3mrIBWkSiEme76NqwAwPBqMcadWqFebOnYubN2/C3Nwcu3fvRuvWreWtFoNRLQkPD1dYj6E0ES3V7IgH22phMCqCVq1aISgoSN5qMBjVFiKCrq4ufH194ezsrHAh6QRIvNVS3c54KNY7yWAwGIxqAcdxOH36NC5fvoyAgAB5q1PpSBVOW81cHszwYDAYDEaVpGXLlliwYAHc3d3x+PFjeatTqQiJUEBCiZqAnfFgMBgMBkN60tLS8Pbt2yLXFi5cCDs7OwwaNKjE8gQ1DZZAjMFgMBg1Hnm47CMiIjBmzBhYWVmhfv36MDAwgKGhIbp27YotW7YgMzMTc+fOxePHjxXq3FThGQ+WQIzBYDAYNQ6hUIhFixaBx+Ph3LlzlTZvbm4uhg8fjkuXLmHQoEG4fPky7t+/j9WrV8PW1hbz58+HlpYWbG1tYWtri169elWabvJGmqgWoZR2B8dxWzmOe8lxXAbHca85jtvEcVylJUxhUS0MBoOhYAgEApw7dw6xsbHIzs7GsWPHcOfOHQCiisqVxcqVK5GUlISoqCjo6OiIr5uZmQEA5s+fj+joaOjp6cHY2FihIltIiuJvMmy1+ACYR0RZHMfpAjgKYC6A5dIKkgVmeDAYDIaC8eOPP+LIkSNo3rw50tLSkJCQIH6uXr16FT5/Xl4eZs2aBR8fHxw9erSI0fE5devWRadOnSpcn6qIKHOpZIdGpd1qIaKo/1wSAmgulZAyoDjmI4PBYDDw77//4sCBA7h8+TIiIyNRv359NGrUCN7e3hAIBPjmm28qXIclS5bA398ff/31FwYPHlzh81VHpNtqIQBoy3EcfdaWlCSf47h5HMd9AJAEwBzA1opflQjm8WAwGAwFgYiwcOFCDBs2DJ07d4ZAIEBkZCQuXrwIe3v7StEhPDwca9aswYkTJ+Dg4FApc1ZHCqvTStRX9F8kEbWVXD6tBrCa47jWAEYCSJReS9lghgeDwWAoCOfPn8e1a9cQFSXytKempoozhFYWGzduhL29PQYOHFhpc1ZHCEIIIeFWi4T9vjiWKIrjuPsA9gOolNO7bKuFwWAwFIBCb4ebmxtatGgBAKhTpw6UlJTEhkhFk5KSgoCAAMyYMaNS5qvOCFFxUS1fQAnsjAeDwWAwypObN2/izp07WLhwofiaqqoqJk+ejAULFiA3N7fCdbh27RqEQiF69+5d4XNVdwq3Wso7jwfHcRocx43lOK4uJ6IdgIUAKi2OmhkeDAaDoQCYmppCSUkJmzdvhkAgEF9fvHgx0tLSsGHDhgrXYfPmzRg6dChUVFQqfK7qjlTVaaULpyUAIwA8A/ABwEkAZwDMLP9VfBl2xoPBYDAUAD09Pfzxxx8YOHAg+vXrB0dHRwCAtrY2Nm3aBDc3NzRr1gwuLi4VMv/Dhw/x999/Izw8vELk1zREeTzKP5yWiLIAyNXlxAwPBoPBUBAGDBiATp06ISgoSGx4AICrqysSEhLg6uqKpk2bon379uU+d1RUFLS1tWFubl7usmsiBMkTiEnar6rAtloYDAZDgVi6dCl27tyJwMDAItfnzJkDZ2dnDBs2DHl5eeU+b0pKCrS1tctdbk1Fuq2W6gUzPBgMBkOB6NOnD5YtWwYXFxfExcWJr3McB09PT8TExODVq1dlnic4OBi2trbIyMgAADRr1gzPnz/Hx48fyyxbEaiow6VVAWZ4MBgMhoIxf/58tG3bFhs3bixyvVGjRtDV1UVAQADy8/PLNMfkyZMRGhqKadOmgYhgZWUFgUCAiIiIMslVFIQABCRZK4dw2kqFGR4MBoOhYHAch8WLF8PHxwcODg7o1asX3r59C1VVVaxZswaLFi2CiooKpk2bJvMcysrKGD9+PPz9/XHw4EFoa2ujadOm4mJ0jJKRKmV6NdtsYYYHg8FgKCA//PADPD09oampiatXr4rPfIwZMwb79+/Hhg0b4O3tjZcvX8okv9DLsWrVKkydOhWJiYno0KED7t69W57LqLEIJfR2MI8Hg8FgMKoFHz9+xMqVK3H8+HHk5OSIz3twHAdXV1fMmDEDampquHdfbugoAAAgAElEQVTvntSys7OzERsbizZt2mDmzJkwNjbG7NmzYWVlJZM8RYQgMigkadXsiAcLp2UwGAxFZNWqVcjOzoazszM+fPhQJLwWAHg8HgQCAZSVlaWWff/+fQiFQrRr1w58Ph/79++HjY0Njh8/LpM8RURIBIGk4bQVrEt5wwwPBoPBUDCSkpKwbNkyeHl5YcaMGeA47ov9+Hw+nj17hry8PKkMBn9/f9jY2KB+/foAgI4dO+LChQtwd3eHnZ1deSyhxiOUYgulunk82FYLg8FgKBiFKcu7dev2VaMDAKZMmYKpU6eiTp06SE9Pl1j+69evYWpqWuRat27d8OjRI/j4+MimtILBzngwGAwGo8ZQ6L3Iyckpsd+6deuwevVq5OfnQ0NDQyLZeXl5CA4OhpmZWZn1VGSkOuMhb2WlhBkeDAaDoWAUJvGqXbt2qX0jIyPh7OwMPp8vkWwlJSV07twZu3btQkpKSpn0VGQKz3hI0ljKdAaDwWBUabKzswEA6urqJfY7duwYjhw5gmHDhkkkNyYmBjdv3sTRo0fBcRyWLVtWZl0VFSEBQqGErXrZHczwYDAYjJrCwYMHYWdnh9jY2BL7SWJ45Obmws3NDZ6ennBycip1bh8fHzRv3hxdu3ZFq1atkJycjDdv3ki3AIaYmnzGg0W1MBgMRg2goKAAM2fORFpaGoYMGYLbt2+Dx/vyvWXhVktJhkdaWho+fvwokdEBABEREXB0dIS/vz8CAwMRExOD6dOnS78QBgCRQZEvoUUhadhtVYEZHgwGg1EDuHHjBt6/f4+wsDB06dIFx48fx5AhQ77YVxKPR6G3orSKso8ePcLcuXNx5swZcf9x48bJsgTGZ7BwWgaDwWBUKYgIAQEB2LRpE+Lj43Hy5El07twZlpaWGDt2LLy9vb86Njs7Gzwer8TcHKdOnULbtm1hYGBQoh69evVCZmYmOnfuzCJZyhGptlrkrayUMI8Hg8FgVEP27NmDyZMno379+vDw8AAAbN68GQAwatQo2NjYIDk5Gbq6usXGZmdnQ01NrcQcHseOHfuqx+RzVFVVMWzYMLi7u0MorG5/AqsuJEW0ijRnPDiOUwHgDaAXAB0ArwGsJaK90mspG8zjwWAwGNUMIsL27dvh4eGB169fIzw8HN7e3pgwYQIAUaZQVVVV3Lhx44vjs7OzS9xmefnyJR4+fIgffvihVF1q1aolNji+dqaEIT1CVNjh0loA3kBkeGgCGANgA8dxDuW9hq/BPiUMBoNRzfD398eDBw8wbtw48Hg8mJubY8qUKVBTUwMgShDWoUMHXL9+/YvjS0uBHhERARUVFbRt27ZUXXJycqCkpFRin7S0NISEhCAxMbFUeQwRkiYPkzaBGBFlEdEiInpGIm4A+AeATQUtpRjM8GAwGIxqxOrVqzF27FgsXboULVu2/Gq/rl27wsfHB7du3UJubi42bdqE06dPAxAdAE1JSUFeXt4XxzZq1Ai5ubl48eJFqfr07t0b+/btA5WwLbBnzx707NkTLVq0wNGjR0uVyai8cFqO41QBdAIQUV66lwYzPBgMBqOakJKSgoULF8LLywvz5s0rse/SpUsxaNAg9OjRA8OGDYOHhwcmTJgAIkL79u2Rk5OD8PDwL441MzND8+bNERAQUKpO8+fPR3h4OLZv3/7VPnFxcfj+++8xb948DB8+HLt37y5VrqJDRBAKJWufjL62HMfRZ21JaXNwokM+uwE8BXCiYlf0f5jhwWAwGFWcvLw8rFq1ClZWVmjQoAEmTJhQ4sFQAFBTU8Pu3bvB4/EQFBQELy8vvH37FteuXcOMGTOgr6+Pxo0bf3Esx3FwcXFBYGBgqbo1bdoU69evx6xZs3Dv3r0v9nnw4AGaNWuG+fPnY86cOVi1alXpi1ZwZPB4RBIR91lbUpL8T0bHdgAtAfxARJV2MpgZHgwGg1GFeffuHWxsbODl5YUpU6bg1q1bpZ6pKITP56NHjx4AgAEDBsDR0RH9+vXDsWPHcO7cOejr6391rIWFBR4/fizRPJMmTYKTkxMcHBwQFRVV5LkbN27gypUrGD16NHJzc/HHH3+gf//+EslVZISQ4oyHlFstn4yObRBtsTgQkeSlh8sBFk7LYDAYVZigoCDExcUhIiIChoaGUo/39fVFYmIiTE1NsXXrVjRv3hwAYG5uXuK4ly9fftUj8l84jsP+/fsxdOhQ9OnTB7GxseKicsuWLUP37t1hYWGBgwcP4t27d1iyZInU61A0Cj0eEvWVXrw3AGsA9kSUJv3wssEMDwaDwajCHDp0CH379pXJ6AAAfX19sWejWbNm2Lt3r0RhrzExMWjatKnE8ygpKWHbtm1o0KABIiIiYGlpCUDkdbl+/TpevHiB06dPo3///qVmQ2WIvBiS5/GQ3OXBcVxj4H/t3Xl0zPf++PHnJxFJEJHEGnsVOY0lF7XEEmtVq0VsRRzUHrWkWpdf0xbfXq1yRa+l1abnypVeFVuopWgVdXARSiyn1kTGdolJBFlnPr8/wlxaYiZmPp+ZeD3OmWN88pnP+zXn9DQvr/f7/XoTCeQCqQ9N2cWrqjrOxjCLRRIPIYRwUqmpqezevZsjR47Y7ZkjRoyw6r7KlSs/cfHpk5QvXx6AvXv3WhKPtWvX0rZtW95//3127txJTEyMbQE/p2yqeNgw1aKqaipQ9AIhB5M1HkII4aTS09MBbKo82EtQUBCnT58ucpvsH/3+++9AYeLx4HMeHh7MmTOHhIQE0tPTi9wCLP7HjIpJte7lav1iJfEQQggnderUKfz8/ChXrpzmYwcGBmI0GikoKLD6M82aNWPx4sUkJCSQmppqud6xY0fL+5o1a9ozzBLLbAaTlS9X61QvUy1CCOGkzpw5Q/Xq1Z+6ddYRHuycKSgosHoXDfxv0WrFihUt10qV+t+vGh8fHztFWLKZ7lc8rGG2qXep/qTiIYQQTioiIoLff/+ddes06+1k8SDZyM/Pt+lzDxaO3r1795HrXbp0AbDsdhFFK6x4qFa9zM/SulQHkngIIYSTatCgAWPHjuWzzz7TfOzk5GS8vLxsqnYA+Pv7A3Dr1q1Hru/YsYOsrCzLeTKiaLas8XCttEOmWoQQwqm5u7tbfplrKTY2lnHjxtmcKBiNhW0h/hizoii6rFVxVQ/WeFh7ryuRiocQQjixXbt2ERYWpvm4Fy5csGyJtcWDNRx/rHgI29i2q8W1ah6SeAghhBMzGAyWbqNaqlWrFmlpaTZ/rkaNGvj5+XHs2DEHRPX8MFu5vkPWeAghhLCbgoIC0tPTqVy5suZjBwQEWPqI2EJRFJo2bSqJxzMqbCAmfTyEEEJoSFEUypQpY1k3oaXMzEwqVKhQrM++/PLLbNu2rcjmY/n5+Zw5c4a8vLzihliimVUb+ni4VsFDEg8hhHBW7u7uNGvWjEOHDmk+ttFoLPai1sjISJKTk9m8efMj11VVJTExkYiICCpVqkTDhg1p164d9+7ds0fIJYrZymqHSVVtOqvFGUjiIYQQTqxFixYcPXpU83GNRmOxD3OrU6cOI0aMIDo6GvNDWy7i4uLo168fOTk5LF68mOTkZK5cucKcOXPsFXaJYdPiUkk8hBBC2Iuvr++fmnFpIScn55k6pn788cecOXOG7777znLt0KFDtGzZkjVr1hAREUGjRo2YOHEiGzdutEfIJYrJlgZirpV3SOIhhBDOzGAw6LK4NCwsjB9//LHYn69evTozZsxg1KhRfPLJJ5w+fZqAgAD279//yHNr1qzJzZs37RFyiWKm8HRaa16SeAghhLCbpKQkmjdvrvm4ffr0YdOmTTa3TH9YdHQ0sbGxLFq0iJdeeol58+YBPDJ1VKpUKVlg+hg2baeVqRYhhBD2cOPGDY4fP05oaKjmY/fs2ZPbt2+zZ8+eYj9DURSGDh3KlStXuHz5MhkZGVy+fJmoqCjLPf7+/hiNxmdKcEqiArNKnsls1avAxUoekngIIYST2rRpE35+frokHv7+/rRq1Yrdu3c/87Pc3d0JDAzE09OTwMBAvLy8LD9r2rQpvr6+TJ06FZPJ9MxjFcevv/7K/v37dRn7ScxWTrPIVIsQQgi7SUxM5I033njkWHkt1a5dmytXrjh0jEqVKpGQkEBcXBw9evQgIyPDoeM9LC8vj6ioKDp06ECXLl04c+aMZmM/jVmVqRYhhBAaO3r0KO3bt9dtfDc3tyKbgNlL165dSUpKIi0tjddee43c3FyHjwmwZMkS4uLiWLZsGY0bN6Zhw4YEBQUxYsQI3n33XSZPnsy5c+c0ieWPbOvjYf1zFUV5R1GUw4qi5CqKkui4b/BkkngIIYSTUlXV5mPp7als2bJkZmZqMtaLL77Izz//zIULF3jnnXfIzs5m5MiR+Pn5MW3aNIeMuX79eoxGI2PHjuXgwYO0aNECf39/kpKSWLx4Mf/4xz+oX78+58+fd8j4RXHgIXFXgE+AbxwT+dPpU78TQgjh9GrWrMnx48c1Gy8wMJC1a9fSvXt34uPj8fHx4aOPPmLatGnk5+fzt7/9jTJlythtvLlz52IwGAgKCuLs2bMsWrSIpKQksrKygMLE6+7du2zfvt1uY1rLfL8durX3WktV1XUAiqKEADWKEdozk8RDCCHEY6Wnpxe7bXpxtW3blpMnT7Jx40Y6dOgAwMCBA0lISGDXrl388MMP1Khhn9+Xbdq0sbxv3Lgx4eHhqKpq6StSqVIlAFJSUvj888/tMqa1HhwSZ9W9hRWPRoqiPPyBWaqqznRAaM9MEg8hhHBSVapU0W2NART2EGnbtq3m49auXZuJEydiMpksC2sNBgMDBw6kVatW/PzzzwQFBTlkbEVRLAmHnkz3F5da437F44Sqqo0cGZO9yBoPIYRwUq+99tqfDlrTSm5uLgcPHqRdu3a6jA/Qt29fy3tPT09++uknAgMD+eYb3ZYnaMamxaW2rfHQnSQeQgjhpOrWrctvv/1GQUGB5mMfP36c3NzcR6YjtJSbm8uGDRsYMGAAlStXJiAgAC8vL2rVqkVOTo4uMWlJVQsrGda8VBvWeDgDSTyEEMJJXb16lbp16+Lu7q752GfPnqVy5cqar/F4QFVVypQpw7p168jKyiI5OZmCggLy8/Ofiy6nqgqqWbXuZcOWZ0VRSimK4kXhUgs3RVG8FEUp7bAv8hiSeAghhJMaOHAgKSkpJCQkYDKZWLduHdHR0fTu3Zu33nqLRYsWOWzstLQ0ateu7bDnP42Xlxc//fQTBQUFZGdn07RpU8qVK8cPP/xA69atdYtLM9YmHWYVG2daooFs4APgjfvvNd22I4tLhRDCSdWrV49x48bx5ZdfkpaWxocffkjLli1p1KiRpetmrVq16NWrl93HvnPnjqZdRB/nxRdfBGD//v3Url2bpKQkateuTePGjXWNSwuqej+psPJeG547E5hZrKDsRBIPIYRwYq1bt2bx4sUkJSXx+eefM3HiRAAKCgqIjY1l1KhRvPnmmyiKYrcxTSYT//znPzEajaiqatdn22LTpk34+/vTvHlzPDw86Nmzpy5x6EFVrU8otOgua0+SeAghhBMLDw8nKioKX19fIiMjLdeHDRuGn58fS5cutWticPLkST766CNu375NcnKybkkHwOHDh2nTpo2u3Vv1YkvFw8U2tUjiIYQQzszb25sFCxZY/j516lQSEhIwGAzs3LmTTp062W2slJQUmjRpQvv27dmxYwcvvPCC3Z5dHC1btiQ+Pp67d+9StmxZXWPRnNmGqRYXO55WFpcKIYSLyM/PJyYmht69e7Njxw46duxo1+f7+/tjNpv59NNPadWqlV2fXRwDBgzAzc2N77//Xu9QNPeg4mHvXS3OQBIPIYRwYmfOnGHt2rVcu3aNxMREVFXlvffeo2vXrnafBilfvjx16tQhOTnZrs8tLm9vb4YPH/5cNAz7I9Vs/XZamWoRQghhF8uXLycyMhKz2Ww5Kn727NkO2+Z69uxZsrKyuHPnjkOeXxyDBw9m4cKFGAwGu53R4hJs2dUiUy1CCCGeVW5uLqNGjWLq1KncuXOHo0ePcvToUaKjo+0+VmpqKn/5y19o0KABzZo1Y8KECXYfo7hatGhBjRo1WLNmjd6haEqmWoQQQmgqOzsbk8lEtWrVKFWqFCEhIYSEhDhkl8miRYs4f/48e/bsYcuWLXh6etp9jOJSFIVx48bx6aefYjQa9Q5HMyV5qkUSDyGE0EBWVhZbtmwhMTGRrKwsy3VVVS3TKA/761//Sv369enWrZvDY6tevTpZWVlERERw8OBBh49nq/feew9fX1/efvttXc6t0YUtFQ+ZahFCCPGwefPmUblyZcLDwxkyZAhVq1YlIiKCr776iiZNmuDl5cUXX3zxyGeuXLnCG2+8Qf369R0eX1RUFDdv3qRLly706NGDEydOOHxMW3h6erJ+/Xr27NnDgAEDyMzM1Dskh1NV1fqXi5U8JPEQQgg7U1UVs9nM1atXSUtLY/r06cycOZOMjAzS09OJi4sjKyuLefPmYTYXHi0aGBhIUlISiYmJxMfHc/DgQSpUqKBZzAEBAcTGxvLyyy8zd+5czca1VnBwML/88gsnT54kJCSEuLg40tLS9A7LYWw5JA4XO51WdrUIIcQz+vXXX9m/fz8pKSmkpqZy5MgRbty4gclkstzTtWtXvLy8AOjXrx+9evVi5cqVTJw4kUGDBuHn50eLFi0oU6YM7u7u9O/f/5FOpVpwc3Nj8ODBzJgxA7PZjJubc/3btEmTJhw+fJgPP/yQyZMnk5mZSXBwMNOmTWPo0KG6dlm1N1umUGRxqRBCPCdUVWXKlCl07NiR77//nuvXrxMUFMTs2bPZunUrUDhNEB0dTdOmTS2fu3HjBsHBwYwbN46pU6eyYsUK4uPj6dmzJ3fv3iUjI4Nvv/2WgIAAzb9T165d+e9//8vp06c1H9saPj4+LFy4kFu3bnH8+HFef/11xo4dy9ixYy3VoxKhBO9qkYqHEEIU0+bNm1m6dCk7duygc+fOf/p5eno6fn5+j/xLXFVVhg8fjre3NwaDAX9/f65evcq+ffto164dgK6Vhpo1a1KlShUOHTpEcHCwbnE8jZubG40bN2bu3Ll07tyZV199lWnTpllOtHV1Np3V4mL5llQ8hBCimGJjY+nfv/9jkw4obEH+IOm4desW+fn5bNq0iS1bthAZGYm/vz8HDx4kLCyMihUrEhMTo2X4j6UoCtWqVePWrVt6h2K1cuXKAYW7c0oKW7bTulrFQxIPIYQopqtXr7J3715++eWXIu9LSUkhICCAoUOH0rFjR8aMGcP48eNp2bIlrVq1IiQkhG3btuHr66tR5EXLysrCx8dH7zCs9mCL7YM1NCWBajJjLrDuJdtphRDiObB69WpatGjBpUuXWLp0aZH37ty5EwB3d3d8fHxYtmwZe/fuJSQkhL1795KQkOA0v+gLCgpIS0tzqepBfn6+3iHYnYptW2pdiazxEEKIYliwYAEHDhwAYMmSJUXeW79+fZo0acKkSZMs10JDQwkNDXVojMVx5swZ8vLyHlkM68wuXbrEu+++S1hYWIna1YJNu1pse7SiKB5ADDD4/qXvgChVVTXpziYVDyGEKIaH13U8qGg8Sfv27Tl27JhTHDX/NMeOHSMgIIDAwEC9QynS8uXLGT16NK1ataJChQol7iwXW85qwfaplmigHRB8/9Ue+H92/gpPJImHEEJY6ciRI7Ru3Zq+ffvSoUMHQkNDURQFf39/vUOzm+PHj9OkSROnrh6sWbOGkSNHcvv2bcaMGcOOHTuoWLGi3mHZlS0NxIox1fI28ImqqldVVb0K/A0Yafcv8QQy1SKEEFZYsWIFI0eOpFevXuTl5dGjRw8CAwNZuXIlr7zyit7h2U1WVhZly5bVO4wnys7OZtKkSXzwwQfMnj1b73AcRSXfZP2i0Xxz4WesoCiKH1AD+O2hy78BtRRF8VVV1eH96CXxEEKIp1BVlZkzZzJ16lTmzJmDoihcv36dChUqONVJrvbQqVMnhg4ditFoxM/PT+9w/mTXrl2kp6fz/vvv6x2KI/3A6RtvUM+KBnKqCqf/C+ChKMrDyccsVVVnPuYT5e7/mfHQtQfvfQBJPIQQQg/Xr1/n3LlzXLt2jQMHDnDx4kVGjhxpmYKoUqWKzhE6xptvvkmFChWIi4tjypQpeofzJ/v27aNFixZOswvIQeLIyP6aa1lQ9Snf03AbcgsABqqqair6ZgDu3P/TF7j50HuArD/fbn+SeAghBJCbm8uYMWMwGo2YTCZ+/PFHzGYzFSpUIDAwkFWrVpWYrphF8fDwYMyYMSxdupRJkyY53Xktp06dcpkdN8WlqmqeEvYCHL4MPYOKuhEOG6B5ddSfzlmTdKCqqlFRFAMQApy/fzkESNNimgVkcakQQgCFJfx//etf1KpVi+rVq7N9+3ays7MxGo2cPHmS/v376x2iZkaPHs2FCxeeultHD1lZWU7TaM2h9lz0JCMbrhVRhHhQ7fj5vK1FhH8CHyiKUlVRlKoU7miJLX6wtpGKhxBCAN7e3gAsXLiQUqWe7/81Vq9end69e7N06VK6du2qdziPuHXr1nOReDy16lGMasdD/g8IAB6cBPgdMOeZAraBVDyEEM+dAwcO0KNHD+rWrUuXLl04f/68JfHIzNSk2uz0IiMj2bBhAwaDQe9QLPLz8zl58iSNGzfWOxRtFFX1MGQWt9qBqqr5qqpOUFXV7/7rHa2ah4EkHkKI58iFCxcYOHAgbdq0oVy5ckRHR6MoCqGhoYwZM4bmzZs75U4OPXTq1IkGDRrw1Vdf6R2KxdWrV8nJyaF+/fp6h6IJVVXzaFa9sOrx6A8KrzWvjpULSp2KJB5CiBIvPT2dqKgogoKCMBgM7Nu3j9WrVzNy5Ei2bNnCsGHDCA4OZsOGDU63mFIviqIQFRXFokWLnOak2qpVq1K2bFmOHz+udyjaeVzV4xmqHc5AsbXjmaIodYCLFy9epE6dOg4ISQghnl1mZiabN29m586drF27looVKzJ37lz69Onj1F05nUl+fj5BQUEMHDiQOXM0WwJQpL59++Lm5sbq1as1GzMlJYW6desC1FVVNUWzge9Twl5QuXCrcK2HqkLiKWhUBfWncy75H7Kk9kKIEsVsNjNjxgwCAwOZMGEC6enpzJs3j5MnTxIeHi5Jhw08PDz4+OOP+eKLL7h27Zre4QAwZcoU1q5dy9GjR/UORTsPVz1cvNoBUvEQQpQgeXl5TJgwgVWrVvHll1/Sv39/SpcurXdYLs1kMhESEkJoaCjLli3TOxygsMnZnTt32LZtGx4eHg4fT++KBzyoeqQXtkd34WoHSMVDCFECnD9/nh49euDn58fq1avZvn07Q4YMkaTDDtzd3Zk/fz6xsbGcOHFC73AAmDdvHsnJybz66qvPT+Vjz0VPMnJcvtoBkngIIVzcxYsX6dSpEzk5Ofz73/8mJSWF1q1b6x1WidK9e3e6devmNOejNGzYkH379lG6dGmaN2/Orl279A7J4VRVzeNOXnMycpq64k6Wh8lUixDCZaWmphIWFkb9+vXZuHGjpReHsL8TJ07QtGlTtm7d6lSn8fbr14/bt2+zdetW3N3dHTKGM0y1lCRS8RBCuKQ7d+7QtWtXXnjhBTZs2CBJh4M1atSIUaNGMX78eDIyMp7+AY3MmjWLAwcOUKNGDZYsWaJ3OMIKkngIIVzSBx98QF5eHomJiZQpU0bvcJ4L8+fPp3Tp0kRERGAyOUe1Pzg4mKNHjxIWFsY777zD3//+d71DEk8hiYcQwuUYDAaWLFnC4sWLKV++vN7hPDd8fHxYv349+/btY/Lkydg6Ve8IBw4cICwsjFWrVgGQlJSkc0TiaSTxEEK4nCVLltCgQQN69uypdyjPnaCgIBITE/nmm29YsGCBrrGYTCaGDx9O27ZtuXnzJqmpqcTHx+sak3g6l96SI4R4Pq1YsYLp06dLMzCddOjQgbi4OIYMGULVqlUZMmSILnGsWrWKS5cusXv3bgICAggICNAlDmEbSTyEEC4lOzuby5cvExISoncoz7W33nqL69evM2zYMLy8vOjbt6+m45tMJmbPnk1kZCRVqlTRdGzxbCTxEEK4lEuXLgHIdn4nMHnyZLKzsxk0aBDr16/n9ddf12zsHTt2cP78eafpLSKsJ4mHEMKlXLhwgVKlSlGtWjW9QxHA9OnTuXfvHn379mXNmjWarbtZv3493bp1k2qHC5LEQwjhUrZt20bbtm0d1ixK2G7WrFkoikKfPn2Ii4tj8ODBDhvr5s2b3Lx5E4PBwEsvveSwcYTjSOIhhHAZmZmZxMXFMXfuXL1DEQ9RFIVZs2bh5+fH0KFDyczMZPz48XYf5/bt2wQFBZGeng5Ay5Yt7T6GcDxJPIQQLiMmJoZy5coxbNgwvUMRjzFlyhR8fX0ZPXo0mZmZTJ8+3a7Pz8vLsyQdAP3797fr84U2JPEQQriE3bt388knnxAXF4enp6fe4YgnGDFiBOXLl2fQoEEYjUY+++wzu217rlixIqtXryYjI4MJEyZw+vRpmW5xQZJ4CCGc3o0bNxgwYABjx47VrWeEsF7fvn3ZtGkTffr0ITc3l5iYGLslH/369QMKO5TOnz9f82284tlJ51IhhNP79ttv8fb2JiYmRu9QhJVeeeUVNm/ezNdff8306dPt3l59yJAh/Oc//+HEiRN2fa5wPEk8hBBOLz4+nrfffpvSpUvrHYqwQceOHdmwYQMLFy60+4Lg0NBQwsPD6d69O6mpqXZ9tnAsSTyEEE7t3r17nDp1irCwML1DEcXQrVs3Vq5cSXR0NMuWLbPbc93c3Pjuu++oV68eERERTnFgnbCOJB5CCKemKAqqquLh4aF3KKKYwsPD+frrr4mMjLScImsPnp6eLF++nP3797Nz5067PVc4VrEXlzPuzXkAAADISURBVBoMBnvGIYQQT+Tt7c2pU6cIDAzUOxRRTJ07d2b69OkMGTKEnJwcu1Ww3NzcaNeuHbGxsdSrV88uz/wj+X1nX4qt5SlFUfyBc4CfQyISQgghnI8ReFFV1Vt6B+LqbE48wJJ8lLd/OEIIIYRTui1Jh30UK/EQQgghhCgOWVwqhBBCCM1I4iGEEEIIzUjiIYQQQgjNSOIhhBBCCM1I4iGEEEIIzUjiIYQQQgjNSOIhhBBCCM1I4iGEEEIIzUjiIYQQQgjN/H+yzaiPTlXNiQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var= 'stype' #choose which variable we want to plot\n",
    "\n",
    "## we will want to set colorbar parameters based on the chosen variable\n",
    "vmin=0\n",
    "vmax=9\n",
    "ticks=np.arange(vmin,vmax,1)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(8,8), dpi= 90)\n",
    "ax = plt.axes(projection=ccrs.NorthPolarStereo(central_longitude=120)) # choose polar sterographic for projection\n",
    "ax.coastlines(resolution='50m', color='black', linewidth=1)\n",
    "ax.set_extent([90, 180, 60, 87], ccrs.PlateCarree())\n",
    "plt.scatter(df07_cut['lons'][::100], df07_cut['lats'][::100],c=df07_cut[var][::100], cmap=plt.cm.get_cmap('RdYlGn').reversed(), vmin=vmin,vmax=vmax,transform=ccrs.PlateCarree())\n",
    "plt.colorbar(label=var, shrink=0.5, ticks=ticks,extend='both')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0xb1fe8ee80>"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## temp\n",
    "import scipy\n",
    "\n",
    "\n",
    "plt.xlim(min(df03_cut.dt),max(df03_cut.dt))\n",
    "plt.ylim(0,5)\n",
    "geo_corr=scipy.interpolate.interp1d(corr.dt.values,corr.dac.values+corr.geoid.values+corr.tide.values)\n",
    "mss_corr=scipy.interpolate.interp1d(df07.dt.values,df07.mss.values)\n",
    "a=geo_corr(df03_cut.dt.values)\n",
    "df03_cut['correction']=np.array(a)\n",
    "df03_cut['mss']=mss_corr(df03_cut.dt.values)\n",
    "\n",
    "plt.scatter(df03_cut.dt,df03_cut.heights,s=.1)\n",
    "plt.scatter(df03_cut.dt,df03_cut.correction,s=.1)\n",
    "plt.scatter(df03_cut.dt,df03_cut.mss,s=.1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'latitude')"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1440 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(5,1,figsize=(15,20))\n",
    "\n",
    "\n",
    "\n",
    "ax[0].scatter(df07_cut.lats,df07_cut.gauss)\n",
    "ax[0].set_ylabel('gaussian width',fontsize=15)\n",
    "ax[0].set_ylim(0,.6)\n",
    "ax[0].set_xlim(latmin,latmax)\n",
    "ax[1].scatter(df07_cut.lats,df07_cut.photon_rate)\n",
    "ax[1].set_ylim(0,20)\n",
    "ax[1].set_ylabel('photon rate',fontsize=15)\n",
    "ax[1].set_xlim(latmin,latmax)\n",
    "ax[2].scatter(df03_cut.lats[df03_cut.conf<3],df03_cut.heights[df03_cut.conf<3]-df03_cut.mss[df03_cut.conf<3],c='r',s=.5,alpha=.5)\n",
    "ax[2].scatter(df03_cut.lats[df03_cut.conf>2],df03_cut.heights[df03_cut.conf>2]-df03_cut.mss[df03_cut.conf>2],c='g',s=.5,alpha=.5)\n",
    "ax[2].scatter(df07_cut.lats,df07_cut.heights,c='b',alpha=.5)\n",
    "ax[2].set_ylim(-1,1)\n",
    "ax[2].set_xlim(latmin,latmax)\n",
    "ax[2].set_ylabel('ATL03 surface \\n heights',fontsize=15)\n",
    "\n",
    "ax[3].scatter(df07_cut.lats,df07_cut.stype)\n",
    "ax[3].set_ylim(-1,10)\n",
    "ax[3].set_ylabel('surface type',fontsize=15)\n",
    "ax[3].set_xlim(latmin,latmax)\n",
    "ax[3].grid()\n",
    "ax[3].set_yticks(np.arange(0,10,1))\n",
    "ax[4].scatter(df07_cut.lats,df07_cut.ssh_flag)\n",
    "ax[4].grid()\n",
    "ax[4].set_ylim(-1,2)\n",
    "ax[4].set_yticks(np.arange(0,2,1))\n",
    "ax[4].set_ylabel('ssh flag',fontsize=15)\n",
    "ax[4].set_xlim(latmin,latmax)\n",
    "ax[4].set_xlabel('latitude')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Moving on to ATL10\n",
    "\n",
    "Here we are looking at the segment type classifications and talking about how ATL07 is used to generate ATL10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Beam selection   \n",
    "There are 6 beams to choose from in the ICESat-2 products (3 pairs of a strong and weak beam). The energy ratio between the weak and strong beams are  approximately 1:4 and are separated by 90 m in the across-track direction. The beam pairs are separated by ~3.3 km in the across-track direction, and the strong and weak beams are separated by ~2.5 km in the along-track direction."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "beamNum=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# If file stored locally...\n",
    "#file_path = '../Data/'\n",
    "#ATL07_filename = 'ATL07-01_20181115003141_07240101_001_01.h5'\n",
    "#localPath = file_path + ATL07_filename"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# If running on Pangeo instance and grabbing data from Amazon S3\n",
    "# Comment out the last command if you've already got the data in the Data dir\n",
    "bucket = 'pangeo-data-upload-oregon'\n",
    "fs = s3fs.S3FileSystem()\n",
    "dataDir = 'pangeo-data-upload-oregon/icesat2/'\n",
    "s3List = fs.ls(dataDir)\n",
    "#print(s3List)\n",
    "ATL07file='ATL07-01_20181115003141_07240101_001_01.h5'\n",
    "s3File='pangeo-data-upload-oregon/icesat2/'+ATL07file\n",
    "localFilePath='../Data/'+ATL07file\n",
    "#fs.get(s3File, localFilePath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getATL07data(fileT, numpy=False, beamNum=1, maxElev=1e6):\n",
    "    \"\"\" Pandas/numpy ATL07 reader\n",
    "    Written by Alek Petty, June 2018 (alek.a.petty@nasa.gov)\n",
    "\n",
    "    I've picked out the variables from ATL07 I think are of most interest to sea ice users, but by no means is this an exhastive list. \n",
    "    See the xarray or dictionary readers to load in the more complete ATL07 dataset\n",
    "    or explore the hdf5 files themselves (I like using the app Panpoly for this) to see what else you might want\n",
    "    \n",
    "    Args:\n",
    "        fileT (str): File path of the ATL07 dataset\n",
    "        numpy (flag): Binary flag for outputting numpy arrays (True) or pandas dataframe (False)\n",
    "        beamNum (int): ICESat-2 beam number (1 to 6)\n",
    "        maxElev (float): maximum surface elevation to remove anomalies\n",
    "\n",
    "    returns:\n",
    "        either: select numpy arrays or a pandas dataframe\n",
    "        \n",
    "    Updates:\n",
    "        V3 (June 2018) added observatory orientation flag, read in the beam number, not the string\n",
    "        V2 (June 2018) used astropy to more simply generate a datetime instance form the gps time\n",
    "\n",
    "    \"\"\"\n",
    "    \n",
    "    # Open the file\n",
    "    try:\n",
    "        ATL07 = h5py.File(fileT, 'r')\n",
    "    except:\n",
    "        return 'Not a valid file'\n",
    "    \n",
    "    #flag_values: 0, 1, 2; flag_meanings : backward forward transition\n",
    "    orientation_flag=ATL07['orbit_info']['sc_orient'][:]\n",
    "    \n",
    "    if (orientation_flag==0):\n",
    "        print('Backward orientation')\n",
    "        beamStrs=['gt1l', 'gt1r', 'gt2l', 'gt2r', 'gt3l', 'gt3r']\n",
    "                \n",
    "    elif (orientation_flag==1):\n",
    "        print('Forward orientation')\n",
    "        beamStrs=['gt3r', 'gt3l', 'gt2r', 'gt2l', 'gt1r', 'gt1l']\n",
    "        \n",
    "    elif (orientation_flag==2):\n",
    "        print('Transitioning, do not use for science!')\n",
    "    \n",
    "    beamStr=beamStrs[beamNum-1]\n",
    "    print(beamStr)\n",
    "    \n",
    "    lons=ATL07[beamStr+'/sea_ice_segments/longitude'][:]\n",
    "    lats=ATL07[beamStr+'/sea_ice_segments/latitude'][:]\n",
    "    \n",
    "    # Along track distance \n",
    "    # I removed the first point so it's distance relative to the start of the beam\n",
    "    along_track_distance=ATL07[beamStr+'/sea_ice_segments/seg_dist_x'][:] - ATL07[beamStr+'/sea_ice_segments/seg_dist_x'][0]\n",
    "    # Height segment ID (10 km segments)\n",
    "    height_segment_id=ATL07[beamStr+'/sea_ice_segments/height_segment_id'][:] \n",
    "    # Number of seconds since the GPS epoch on midnight Jan. 6, 1980 \n",
    "    delta_time=ATL07[beamStr+'/sea_ice_segments/delta_time'][:] \n",
    "    # Add this value to delta time parameters to compute full gps time\n",
    "    atlas_epoch=ATL07['/ancillary_data/atlas_sdp_gps_epoch'][:] \n",
    "\n",
    "    leapSecondsOffset=37\n",
    "    gps_seconds = atlas_epoch[0] + delta_time - leapSecondsOffset\n",
    "    # Use astropy to convert from gps time to datetime\n",
    "    tgps = Time(gps_seconds, format='gps')\n",
    "    tiso = Time(tgps, format='datetime')\n",
    "    \n",
    "    # Primary variables of interest\n",
    "    \n",
    "    # Beam segment height\n",
    "    elev=ATL07[beamStr+'/sea_ice_segments/heights/height_segment_height'][:]\n",
    "    # Flag for potential leads, 0=sea ice, 1 = sea surface\n",
    "    ssh_flag=ATL07[beamStr+'/sea_ice_segments/heights/height_segment_ssh_flag'][:] \n",
    "    \n",
    "    #Quality metrics for each segment include confidence level in the surface height estimate, \n",
    "    # which is based on the number of photons, the background noise rate, and the error measure provided by the surface-finding algorithm.\n",
    "    # Height quality flag, 1 for good fit, 0 for bad\n",
    "    quality=ATL07[beamStr+'/sea_ice_segments/heights/height_segment_quality'][:] \n",
    "    \n",
    "    elev_rms = ATL07[beamStr+'/sea_ice_segments/heights/height_segment_rms'][:] #RMS difference between modeled and observed photon height distribution\n",
    "    seg_length = ATL07[beamStr+'/sea_ice_segments/heights/height_segment_length_seg'][:] # Along track length of segment\n",
    "    height_confidence = ATL07[beamStr+'/sea_ice_segments/heights/height_segment_confidence'][:] # Height segment confidence flag\n",
    "    reflectance = ATL07[beamStr+'/sea_ice_segments/heights/height_segment_asr_calc'][:] # Apparent surface reflectance\n",
    "    ssh_flag = ATL07[beamStr+'/sea_ice_segments/heights/height_segment_ssh_flag'][:] # Flag for potential leads, 0=sea ice, 1 = sea surface\n",
    "    seg_type = ATL07[beamStr+'/sea_ice_segments/heights/height_segment_type'][:] # 0 = Cloud covered\n",
    "    gauss_width = ATL07[beamStr+'/sea_ice_segments/heights/height_segment_w_gaussian'][:] # Width of Gaussian fit\n",
    "\n",
    "    # Geophysical corrections\n",
    "    # NOTE: All of these corrections except ocean tides, DAC, \n",
    "    # and geoid undulations were applied to the ATL03 photon heights.\n",
    "    \n",
    "    # AVISO dynamic Atmospheric Correction (DAC) including inverted barometer (IB) effect (±5cm)\n",
    "    dac = ATL07[beamStr+'/sea_ice_segments/geophysical/height_segment_dac'][:] \n",
    "    # Solid Earth Tides (±40 cm, max)\n",
    "    earth = ATL07[beamStr+'/sea_ice_segments/geophysical/height_segment_earth'][:]\n",
    "    # Geoid (-105 to +90 m, max)\n",
    "    geoid = ATL07[beamStr+'/sea_ice_segments/geophysical/height_segment_geoid'][:] \n",
    "    # Local displacement due to Ocean Loading (-6 to 0 cm)\n",
    "    loadTide = ATL07[beamStr+'/sea_ice_segments/geophysical/height_segment_load'][:] \n",
    "    # Ocean Tides including diurnal and semi-diurnal (harmonic analysis), \n",
    "    # and longer period tides (dynamic and self-consistent equilibrium) (±5 m)\n",
    "    oceanTide = ATL07[beamStr+'/sea_ice_segments/geophysical/height_segment_ocean'][:]\n",
    "    # Deformation due to centrifugal effect from small variations in polar motion \n",
    "    # (Solid Earth Pole Tide) (±1.5 cm, the ocean pole tide ±2mm amplitude is considered negligible)\n",
    "    poleTide = ATL07[beamStr+'/sea_ice_segments/geophysical/height_segment_pole'][:] \n",
    "    # Mean sea surface (±2 m)\n",
    "    # Taken from ICESat and CryoSat-2, see Kwok and Morison [2015])\n",
    "    mss = ATL07[beamStr+'/sea_ice_segments/geophysical/height_segment_mss'][:]\n",
    "    \n",
    "    # Photon rate of the given segment\n",
    "    photon_rate = ATL07[beamStr+'/sea_ice_segments/stats/photon_rate'][:]\n",
    "    \n",
    "    # Estimated background rate from sun angle, reflectance, surface slope\n",
    "    background_rate = ATL07[beamStr+'/sea_ice_segments/stats/backgr_calc'][:]\n",
    "    \n",
    "    \n",
    "    \n",
    "    ATL07.close()\n",
    "    \n",
    "    if numpy:\n",
    "        # list the variables you want to output here..\n",
    "        return along_track_dist, elev\n",
    "    \n",
    "    else:\n",
    "        dF = pd.DataFrame({'elev':elev, 'lons':lons, 'lats':lats, 'ssh_flag':ssh_flag,\n",
    "                          'quality_flag':quality,\n",
    "                           'delta_time':delta_time,\n",
    "                           'along_track_distance':along_track_distance,\n",
    "                           'height_segment_id':height_segment_id, \n",
    "                           'photon_rate':photon_rate,'background_rate':background_rate,\n",
    "                          'datetime':tiso, 'mss': mss, 'seg_length':seg_length})\n",
    "        \n",
    "         # Add the datetime string\n",
    "        #dFtimepd=pd.to_datetime(dFtime)\n",
    "        #dF['datetime'] = pd.Series(dFtimepd, index=dF.index)\n",
    "        \n",
    "        # Filter out high elevation values \n",
    "        dF = dF[(dF['elev']<maxElev)]\n",
    "        # Reset row indexing\n",
    "        dF=dF.reset_index(drop=True)\n",
    "        return dF\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Read in the data using the pandas reader above. Copied from the readers.py script.\n",
    "\n",
    "Take a look at the top few rows (change the number in head to increase this..)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forward orientation\n",
      "gt3r\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>elev</th>\n",
       "      <th>lons</th>\n",
       "      <th>lats</th>\n",
       "      <th>ssh_flag</th>\n",
       "      <th>quality_flag</th>\n",
       "      <th>delta_time</th>\n",
       "      <th>along_track_distance</th>\n",
       "      <th>height_segment_id</th>\n",
       "      <th>photon_rate</th>\n",
       "      <th>background_rate</th>\n",
       "      <th>datetime</th>\n",
       "      <th>mss</th>\n",
       "      <th>seg_length</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.151697</td>\n",
       "      <td>-168.187226</td>\n",
       "      <td>73.235994</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.747825e+07</td>\n",
       "      <td>2568.670525</td>\n",
       "      <td>10</td>\n",
       "      <td>0.780220</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-15 00:50:49.971690</td>\n",
       "      <td>-0.149128</td>\n",
       "      <td>121.853638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.153673</td>\n",
       "      <td>-168.187239</td>\n",
       "      <td>73.236023</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.747825e+07</td>\n",
       "      <td>2571.852364</td>\n",
       "      <td>11</td>\n",
       "      <td>1.516129</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-15 00:50:49.972142</td>\n",
       "      <td>-0.149039</td>\n",
       "      <td>59.295998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.160038</td>\n",
       "      <td>-168.187248</td>\n",
       "      <td>73.236042</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.747825e+07</td>\n",
       "      <td>2574.083009</td>\n",
       "      <td>12</td>\n",
       "      <td>2.854167</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-15 00:50:49.972459</td>\n",
       "      <td>-0.148990</td>\n",
       "      <td>33.133297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-168.187258</td>\n",
       "      <td>73.236063</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.747825e+07</td>\n",
       "      <td>2576.349800</td>\n",
       "      <td>13</td>\n",
       "      <td>5.071429</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-15 00:50:49.972780</td>\n",
       "      <td>-0.148929</td>\n",
       "      <td>19.062412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.059221</td>\n",
       "      <td>-168.187298</td>\n",
       "      <td>73.236147</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.747825e+07</td>\n",
       "      <td>2585.810232</td>\n",
       "      <td>14</td>\n",
       "      <td>2.607843</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-15 00:50:49.974118</td>\n",
       "      <td>-0.148674</td>\n",
       "      <td>35.393513</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       elev        lons       lats  ssh_flag  quality_flag    delta_time  \\\n",
       "0 -0.151697 -168.187226  73.235994         1             0  2.747825e+07   \n",
       "1 -0.153673 -168.187239  73.236023         1             0  2.747825e+07   \n",
       "2 -0.160038 -168.187248  73.236042         0             0  2.747825e+07   \n",
       "3 -0.167672 -168.187258  73.236063         0             0  2.747825e+07   \n",
       "4 -0.059221 -168.187298  73.236147         0             0  2.747825e+07   \n",
       "\n",
       "   along_track_distance  height_segment_id  photon_rate  background_rate  \\\n",
       "0           2568.670525                 10     0.780220              0.0   \n",
       "1           2571.852364                 11     1.516129              0.0   \n",
       "2           2574.083009                 12     2.854167              0.0   \n",
       "3           2576.349800                 13     5.071429              0.0   \n",
       "4           2585.810232                 14     2.607843              0.0   \n",
       "\n",
       "                     datetime       mss  seg_length  \n",
       "0  2018-11-15 00:50:49.971690 -0.149128  121.853638  \n",
       "1  2018-11-15 00:50:49.972142 -0.149039   59.295998  \n",
       "2  2018-11-15 00:50:49.972459 -0.148990   33.133297  \n",
       "3  2018-11-15 00:50:49.972780 -0.148929   19.062412  \n",
       "4  2018-11-15 00:50:49.974118 -0.148674   35.393513  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dF07=getATL07data(localFilePath, beamNum=beamNum)\n",
    "dF07.head(5)\n",
    "\n",
    "# Or get data using xarray\n",
    "#dF07X= rd.getATL07xarray(localFilePath, beamStr)\n",
    "#dF07X\n",
    "\n",
    "# ...Or data using numpy\n",
    "#along_track_dist, elev=getATL07data(ATL07_file_path, numpy=1, beam=beamStr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Map the data for visual inspection using Cartopy \n",
    "*NB (Basemap is often used for mapping but is not being officially supported by the community anymore)*\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select variable of interest from the dataframe columns\n",
    "var='mss'\n",
    "dF07.along_track_distance\n",
    "plt.figure(figsize=(7,7), dpi= 90)\n",
    "# Make a new projection \"NorthPolarStereo\"\n",
    "ax = plt.axes(projection=ccrs.NorthPolarStereo(true_scale_latitude=70))\n",
    "plt.scatter(dF07['lons'], dF07['lats'],c=dF07[var], cmap='viridis', transform=ccrs.PlateCarree())\n",
    "#plt.pcolormesh(lons, lats, tile_to_plot,\n",
    "#               transform=ccrs.PlateCarree());\n",
    "\n",
    "ax.coastlines()\n",
    "#ax.drawmeridians()\n",
    "plt.colorbar(label=var, shrink=0.5, extend='both')\n",
    "\n",
    "# Limit the map to -60 degrees latitude and below.\n",
    "ax.set_extent([-180, 180, 90, 60], ccrs.PlateCarree())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get NESOSIM data which has variables including daily ice concentration from CDR dataset...\n",
    "\n",
    "dateStr='20181115'\n",
    "NESOSIMfilePath='NESOSIM-OSISAFsig150_ERAI_sf_SICCDR_Rhovariable_IC3_DYN1_WP1_LL1_WPF5.8e-07_WPT5_LLF2.9e-07-100kmnrt3-15082018-31012019.nc'\n",
    "localFilePath='../Data/'\n",
    "fs = s3fs.S3FileSystem()\n",
    "dataDir = 'pangeo-data-upload-oregon/icesat2/'\n",
    "#fs.get(dataDir+NESOSIMfilePath, localFilePath+NESOSIMfilePath)\n",
    "dNday= ut.getNESOSIM(localFilePath+NESOSIMfilePath, dateStr)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Plot with ice concentration (or change to snowDepth) as a background\n",
    "\n",
    "# Select variable of interest from the dataframe columns\n",
    "var='photon_rate'\n",
    "dF07.along_track_distance\n",
    "plt.figure(figsize=(7,7), dpi= 90)\n",
    "# Make a new projection \"NorthPolarStereo\"\n",
    "ax = plt.axes(projection=ccrs.NorthPolarStereo(true_scale_latitude=70))\n",
    "plt.pcolormesh(dNday['longitude'], dNday['latitude'],ma.masked_where(dNday['iceConc']<0.3, dNday['iceConc']) , cmap='Blues_r', transform=ccrs.PlateCarree())\n",
    "\n",
    "plt.scatter(dF07['lons'], dF07['lats'],c=dF07[var], cmap='viridis', transform=ccrs.PlateCarree())\n",
    "#plt.pcolormesh(lons, lats, tile_to_plot,\n",
    "#               transform=ccrs.PlateCarree());\n",
    "\n",
    "ax.coastlines()\n",
    "#ax.drawmeridians()\n",
    "plt.colorbar(label=var, shrink=0.5, extend='both')\n",
    "\n",
    "# Limit the map to -60 degrees latitude and below.\n",
    "ax.set_extent([-180, 180, 90, 60], ccrs.PlateCarree())\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot the segment heights of this section"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "plt.figure(figsize=(12, 5))\n",
    "plt.plot((dF07.along_track_distance)/1000., dF07.elev, color='r', marker='.', linestyle='None', alpha=0.2)\n",
    "plt.xlabel('Along track distance (km)')\n",
    "plt.ylabel('Elevation (m)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Use the Pandas Groupby function to group the dataframe based on a given condition \n",
    "*surface type classification in this example..*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dFstype=dF07.groupby('ssh_flag')\n",
    "dFstype['elev'].agg(['mean', 'std', 'median', 'mad'])\n",
    "# Ice surface photons\n",
    "dFstypeIce=dFstype.get_group(0)\n",
    "# Lead/Sea surface photons\n",
    "dFstypeLeads=dFstype.get_group(1)\n",
    "\n",
    "# Note that in the ATL03 example I don't bother doing this \n",
    "# and just keep all the data in the table and just use a condition to display data \n",
    "# like the example commented out in the next cell..\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Plot the grouped/classified data\n",
    "plt.figure(figsize=(12, 5))\n",
    "plt.plot((dFstypeIce.along_track_distance)/1000., dFstypeIce.elev, color='m', marker='.', linestyle='None', label='Sea ice', alpha=0.2)\n",
    "plt.plot((dFstypeLeads.along_track_distance)/1000., dFstypeLeads.elev, color='k', marker='x', linestyle='None',label='Leads', alpha=1.)\n",
    "plt.legend(frameon=False)\n",
    "plt.xlabel('Along track distance (km)')\n",
    "plt.ylabel('Elevation (m)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# An alternative (more intuitive?) approach...\n",
    "\n",
    "#plt.figure(figsize=(12, 5))\n",
    "#plt.plot((dF07[(dF07['ssh_flag']>0)]['along_track_distance']-dF07['along_track_distance'][0])/1000., dF07[(dF07['ssh_flag']>0)]['elev'], color='k', marker='x', linestyle='None',label='sea surface', alpha=1)\n",
    "#plt.plot((dF07[(dF07['ssh_flag']==0)]['along_track_distance']-dF07['along_track_distance'][0])/1000., dF07[(dF07['ssh_flag']==0)]['elev'], color='b', marker='.', linestyle='None',label='ice', alpha=0.3)\n",
    "#plt.legend(frameon=False)\n",
    "#plt.xlabel('Along track distance (km)')\n",
    "#plt.ylabel('Elevation (m)')\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's simplify things by just looking at a 10 km along-track section"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Section of ATL07 data\n",
    "sectionNum=200 # (NB 220 is a nice example, 200 seems to show surprisngly bad lead precisions..?)\n",
    "# Section length (for plotting purposes) in meters\n",
    "sectionSize=10000.\n",
    "\n",
    "# Find data that satisfies these conditions and then group the data like before\n",
    "idx=np.where((dF07['along_track_distance']>sectionNum*sectionSize)&(dF07['along_track_distance']<(sectionNum+1)*10000.))[0]\n",
    "df07S=dF07.iloc[idx]\n",
    "dFStype=df07S.groupby('ssh_flag')\n",
    "dFStype['elev'].agg(['mean', 'std', 'median', 'mad'])\n",
    "dFStypeIce=dFStype.get_group(0)\n",
    "dFStypeLeads=dFStype.get_group(1)\n",
    "\n",
    "plt.figure(figsize=(12, 5))\n",
    "plt.plot((dFStypeIce.along_track_distance)/1000., dFStypeIce.elev, color='m', marker='.', linestyle='None', label='Sea ice', alpha=0.2)\n",
    "plt.plot((dFStypeLeads.along_track_distance)/1000., dFStypeLeads.elev, color='k', marker='x', linestyle='None',label='Leads', alpha=1.)\n",
    "plt.legend(frameon=False)\n",
    "plt.xlabel('Along track distance (km)')\n",
    "plt.ylabel('Elevation (m)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's calculate the mean elevation of the sea surface (and sea ice) as a simple test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Sea ice elevation\n",
    "meanIceElev=dFstype['elev'].get_group(0).mean()\n",
    "# Sea surface elevation\n",
    "meanSSH=dFstype['elev'].get_group(1).mean()\n",
    "print('Sea ice elevation (m):', meanIceElev)\n",
    "print('SSH (m):', meanSSH)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### OK well now it's clearly pretty simple to derive some freeboard!\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(12, 5))\n",
    "plt.plot((dFStypeIce.along_track_distance)/1000., dFStypeIce.elev-meanSSH, color='g', marker='.', linestyle='-', label='Freeboard', alpha=0.5)\n",
    "#plt.legend(frameon=False)\n",
    "plt.xlabel('Along track distance (km)')\n",
    "plt.ylabel('Freeboard (m)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Explore the photon rate\n",
    "*Note the higher photon rates where we have leads!*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(12, 5))\n",
    "plt.scatter((dFStypeIce.along_track_distance)/1000., dFStypeIce.elev-meanSSH, c=dFStypeIce.photon_rate, label='photon_rate')\n",
    "#plt.legend(frameon=False)\n",
    "plt.colorbar(label='Photon rate')\n",
    "plt.xlabel('Along track distance (km)')\n",
    "plt.ylabel('Freeboard (m)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Explore the background rate\n",
    "*Note that this is the calculated background rate in ATL07 based on the sun angle, surface slope, unit reflectance. There is also an observed background rate at a given along-track posting (25 Hz or 200 Hz)*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(12, 5))\n",
    "plt.plot((dFStypeIce.along_track_distance)/1000., dFStypeIce.background_rate, color='k', marker='.', linestyle='-', label='background_rate', alpha=0.5)\n",
    "#plt.legend(frameon=False)\n",
    "plt.xlabel('Along track distance (km)')\n",
    "plt.ylabel('Background rate (Hz)')\n",
    "plt.show()\n",
    "\n",
    "# Looks like it's nighttime in the Arctic!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(12, 5))\n",
    "plt.plot((dFStypeIce.along_track_distance)/1000., dFStypeIce.seg_length, color='g', marker='.', linestyle='', label='segment length', alpha=0.5)\n",
    "#plt.legend(frameon=False)\n",
    "plt.xlabel('Along track distance (km)')\n",
    "plt.ylabel('Segment length (m)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Extra ideas\n",
    "\n",
    "1. Try downloading some more ATL07 data from the NSIDC (following the hackweek tutorial) and see what it looks like when using it in this processing chain. \n",
    "2. Explore the photon classification scheme.\n",
    "3. Explore the photon rate and background rate. How do they variable with the open water/sea ice classification? Do some scatter plots of photon rate versus ice type. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Onwards to the ATL10 Notebook...!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extra"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Gaussian width"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0xb3dded910>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var= 'gauss' #choose which variable we want to plot\n",
    "\n",
    "## we will want to set colorbar parameters based on the chosen variable\n",
    "vmin=0\n",
    "vmax=.4\n",
    "ticks=np.arange(vmin,vmax,.05)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(8,8), dpi= 90)\n",
    "ax = plt.axes(projection=ccrs.NorthPolarStereo(central_longitude=0)) # choose polar sterographic for projection\n",
    "ax.coastlines(resolution='50m', color='black', linewidth=1)\n",
    "ax.set_extent([-180, 180, 60, 90], ccrs.PlateCarree())\n",
    "plt.scatter(df07['lons'], df07['lats'],c=df07[var], cmap='jet', vmin=vmin,vmax=vmax,transform=ccrs.PlateCarree())\n",
    "plt.colorbar(label=var, shrink=0.5, ticks=ticks,extend='both')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
